2026-03-27 C4.xlsx

Evidence overview

One sample, linked to its full context

This record preserves the published source signal and applies the dataset's staff-approved normalization policy on demand. Control overlays are shown by default when compatible controls exist.

Organism: Acinetobacter baumannii
Dataset: LB-v0
Medium: LB
Role: sample

View signal plots View calculation

Dataset: LB-v0 | Medium: LB | Organism: Acinetobacter baumannii | Run: 2026-03-27 inc4 | Role: sample

Public scientific provenance

The public record includes the dataset, run, medium, sample role, published inclusion and preprocessing context, channel design, manufacturer, and platform. Physical sensor IDs, internal array IDs, private manufacturing fields, file paths, and review notes remain protected.

View run and inclusion details

Run and Inclusion Provenance

Run folder	2026-03-27 inc4	Run date	2026-03-27
Media	LB	Incubator	inc4
Well file	2026-03-27 C4.xlsx	Well ID	C4
Sample role	sample	Sample status	mapped_sample
Main analysis included	False	Red/pink flag	False
LW65 problem flag	False	Source group
Strain source	Nanobiofab holding pathogen resource	Preprocessing	good_data_r0_90_120
Baseline window	90-120 minutes	Feature window	120-2520 minutes

View sensor and manufacturing details

Sensor and Manufacturing Provenance

Channel	Paper label	Manufacturer
LW60	Mapping not established	Not specified
LW61	Mapping not established	Not specified
LW62	Mapping not established	Not specified
LW63	Mapping not established	Not specified
LW64	Mapping not established	Not specified
LW65	Mapping not established	Not specified

View derived sensor features

Sensor Features

Sensor	Feature	Value	Window
LW60	auc_norm	12.66178	2.0-42.0 h
LW60	end_norm	0.47992	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.47992	2.0-42.0 h
LW60	max_norm	0.47992	2.0-42.0 h
LW60	min_norm	0.01172	2.0-42.0 h
LW60	pct_abnormal_rows	0.00000	2.0-42.0 h
LW60	pct_missing_norm	0.00000	2.0-42.0 h
LW60	pct_saturated_rows	0.00000	2.0-42.0 h
LW60	slope_norm	0.01034	2.0-42.0 h
LW61	auc_norm	39.93352	2.0-42.0 h
LW61	end_norm	1.88414	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	1.88414	2.0-42.0 h
LW61	max_norm	1.88414	2.0-42.0 h
LW61	min_norm	0.02557	2.0-42.0 h
LW61	pct_abnormal_rows	0.00000	2.0-42.0 h
LW61	pct_missing_norm	0.00000	2.0-42.0 h
LW61	pct_saturated_rows	0.00000	2.0-42.0 h
LW61	slope_norm	0.04080	2.0-42.0 h
LW62	auc_norm	-17.53604	2.0-42.0 h
LW62	end_norm	-0.51472	2.0-42.0 h
LW62	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW62	max_abs_norm	0.53722	2.0-42.0 h
LW62	max_norm	-0.02365	2.0-42.0 h
LW62	min_norm	-0.53722	2.0-42.0 h
LW62	pct_abnormal_rows	0.00000	2.0-42.0 h
LW62	pct_missing_norm	0.00000	2.0-42.0 h
LW62	pct_saturated_rows	0.00000	2.0-42.0 h
LW62	slope_norm	-0.00475	2.0-42.0 h
LW63	auc_norm	-29.31534	2.0-42.0 h
LW63	end_norm	-0.82252	2.0-42.0 h
LW63	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW63	max_abs_norm	0.82252	2.0-42.0 h
LW63	max_norm	-0.14945	2.0-42.0 h
LW63	min_norm	-0.82252	2.0-42.0 h
LW63	pct_abnormal_rows	0.00000	2.0-42.0 h
LW63	pct_missing_norm	0.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.00000	2.0-42.0 h
LW63	slope_norm	-0.00704	2.0-42.0 h
LW64	auc_norm	-12.71431	2.0-42.0 h
LW64	end_norm	-0.43495	2.0-42.0 h
LW64	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW64	max_abs_norm	0.43495	2.0-42.0 h
LW64	max_norm	-0.02483	2.0-42.0 h
LW64	min_norm	-0.43495	2.0-42.0 h
LW64	pct_abnormal_rows	0.00000	2.0-42.0 h
LW64	pct_missing_norm	0.00000	2.0-42.0 h
LW64	pct_saturated_rows	0.00000	2.0-42.0 h
LW64	slope_norm	-0.00654	2.0-42.0 h
LW65	auc_norm	2.98920	2.0-42.0 h
LW65	end_norm	0.12488	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.12488	2.0-42.0 h
LW65	max_norm	0.12488	2.0-42.0 h
LW65	min_norm	-0.01775	2.0-42.0 h
LW65	pct_abnormal_rows	0.00000	2.0-42.0 h
LW65	pct_missing_norm	0.00000	2.0-42.0 h
LW65	pct_saturated_rows	0.00000	2.0-42.0 h
LW65	slope_norm	0.00393	2.0-42.0 h

Staff-approved calculation

Normalization Policy

The normalized plot is calculated on demand with the policy saved for this dataset. Visitors may choose channels and control visibility, but only authorized staff can change the scientific calculation. Stored source measurements are never overwritten.

Saved dataset policy

Stored max-absolute-scaled response

Uses clean resistance and a mean baseline from 0.3 to 1 hours, then divides the signed baseline-relative response by the maximum absolute value of its sample-by-sensor trace. Values are dimensionless and bounded from -1 to 1. This policy applies to every public normalized view of LB-v0.

x = (clean signal - mean R0) / abs(mean R0); y = x / max(|x|), per sample and sensor trace

Source: Clean signal · Baseline: Mean 0.30–1 h · Calculated from 522 source points

Control overlay: mean of 8 control samples matched from the same dataset batch. Dashed lines are controls; solid lines are this sample.

View per-sensor baseline diagnostics and readiness

Per-Sensor Baseline Diagnostics

Ready means the selected source has enough valid baseline points for this strategy. A warning explains why a channel could not be calculated.

Sensor	Baseline points	Center	Standard deviation	Status
LW60	5	27063.70182	1004.81120	Ready
LW65	5	21706.81636	284.16653	Ready

Compare every normalization strategy

Stored max-absolute-scaled response

x = (clean signal - mean R0) / abs(mean R0); y = x / max(|x|), per sample and sensor trace

Calculates a signed response from the approved baseline window, then preserves its sign and shape while scaling each trace to the interval [-1, 1].

Use with care: Because each trace is scaled independently, response magnitude cannot be compared between samples or sensor channels.

Imported baseline-normalized

Use the normalized value supplied with the published dataset

Reproduces the source dataset's stored response without recalculating a baseline.

Use with care: The source pipeline and baseline definition may differ between datasets; inspect dataset provenance before comparing values.

Source signal (no normalization)

y = raw or clean signal

Shows the selected source measurement as stored, with no baseline transformation.

Use with care: Absolute sensor levels can differ across channels and arrays, so magnitude alone is not a cross-sensor comparison.

Absolute baseline-relative change

|ΔR/R₀| = |R(t) − R₀| / |R₀|

Reports the size of change from the baseline while ignoring direction.

Use with care: A missing or near-zero baseline cannot produce a stable value.

Signed baseline-relative change

ΔR/R₀ = (R(t) − R₀) / |R₀|

Preserves whether the signal rises or falls relative to the baseline.

Use with care: A missing or near-zero baseline cannot produce a stable value.

Baseline ratio

R(t) / R₀

Expresses each measurement as a multiple of its baseline level.

Use with care: Ratios become unstable when the baseline is close to zero.

Baseline z-score

z = (R(t) − center(R₀)) / sd(R₀)

Expresses change in units of baseline variability for that sensor.

Use with care: Requires at least two variable baseline observations.

Raw Signal Plot

Immutable source signal

Direct resistance evidence before normalization.

Line pattern identifies channel and control role; color is supplementary.

X: elapsed time (hours), linear scaleY: raw resistance (Ω), linear scale

Channel and role	Visual style	Elapsed time range	Raw resistance range
LW60	Solid sample line	0.00–67.83 h	5231.72–48539.60 Ω
LW65	5 1 1 1 sample dash pattern	0.00–67.83 h	5231.72–48539.60 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–67.83 h	5231.72–48539.60 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–67.83 h	5231.72–48539.60 Ω

Configured Normalized Time-Series Plot

On-demand normalized signal

Stored max-absolute-scaled response; stored raw measurements are unchanged.

Line pattern identifies channel and control role; color is supplementary.

X: elapsed time (hours), linear scaleY: Max-absolute-scaled response (dimensionless), linear scale

Channel and role	Visual style	Elapsed time range	Max-absolute-scaled response range
LW60	Solid sample line	0.00–67.83 h	-1.00000–1.00000 dimensionless
LW65	5 1 1 1 sample dash pattern	0.00–67.83 h	-1.00000–1.00000 dimensionless
LW60 control mean	Control mean dash pattern for LW60	0.00–67.83 h	-1.00000–1.00000 dimensionless
LW65 control mean	Control mean dash pattern for LW65	0.00–67.83 h	-1.00000–1.00000 dimensionless

Selected-Sensor Time-Series Preview

The displayed value follows the selected strategy. Imported and source values remain available for provenance.

View 160 selected-sensor source values

Sensor	Elapsed h	Displayed value	Imported normalized	R0	Raw	Clean	Baseline valid
LW60	0.00	-0.70927	-0.70927	29105.12	15542.82	15542.82	True
LW60	0.17	-0.19718	-0.19718	29105.12	23860.90	23860.90	True
LW60	0.33	-0.09041	-0.09041	29105.12	25595.20	25595.20	True
LW60	0.50	-0.02936	-0.02936	29105.12	26586.80	26586.80	True
LW60	0.67	0.01112	0.01112	29105.12	27244.40	27244.40	True
LW60	0.83	0.04323	0.04323	29105.12	27765.91	27765.91	True
LW60	1.00	0.06541	0.06541	29105.12	28126.20	28126.20	True
LW60	1.17	0.07912	0.07912	29105.12	28348.80	28348.80	True
LW60	1.33	0.08853	0.08853	29105.12	28501.80	28501.80	True
LW60	1.50	0.09867	0.09867	29105.12	28666.50	28666.50	True
LW60	1.67	0.11746	0.11746	29105.12	28971.60	28971.60	True
LW60	1.83	0.13390	0.13390	29105.12	29238.64	29238.64	True
LW60	2.00	0.14668	0.14668	29105.12	29446.20	29446.20	True
LW60	2.17	0.15762	0.15762	29105.12	29623.90	29623.90	True
LW60	2.33	0.16761	0.16761	29105.12	29786.30	29786.30	True
LW60	2.50	0.17440	0.17440	29105.12	29896.60	29896.60	True
LW60	2.67	0.18003	0.18003	29105.12	29988.00	29988.00	True
LW60	2.83	0.18674	0.18674	29105.12	30096.91	30096.91	True
LW60	3.00	0.19399	0.19399	29105.12	30214.80	30214.80	True
LW60	3.17	0.20090	0.20090	29105.12	30327.00	30327.00	True
LW60	3.33	0.20676	0.20676	29105.12	30422.20	30422.20	True
LW60	3.50	0.21200	0.21200	29105.12	30507.20	30507.20	True
LW60	3.67	0.21827	0.21827	29105.12	30609.20	30609.20	True
LW60	3.83	0.22388	0.22388	29105.12	30700.27	30700.27	True
LW60	4.00	0.22985	0.22985	29105.12	30797.20	30797.20	True
LW60	4.17	0.23618	0.23618	29105.12	30900.10	30900.10	True
LW60	4.33	0.24271	0.24271	29105.12	31006.10	31006.10	True
LW60	4.50	0.24799	0.24799	29105.12	31091.90	31091.90	True
LW60	4.67	0.25414	0.25414	29105.12	31191.80	31191.80	True
LW60	4.83	0.26172	0.26172	29105.12	31314.82	31314.82	True
LW60	5.00	0.27204	0.27204	29105.12	31482.50	31482.50	True
LW60	5.17	0.28156	0.28156	29105.12	31637.20	31637.20	True
LW60	5.33	0.29290	0.29290	29105.12	31821.40	31821.40	True
LW60	5.50	0.30769	0.30769	29105.12	32061.60	32061.60	True
LW60	5.67	0.32234	0.32234	29105.12	32299.50	32299.50	True
LW60	5.83	0.34201	0.34201	29105.12	32619.09	32619.09	True
LW60	6.00	0.36239	0.36239	29105.12	32950.10	32950.10	True
LW60	6.17	0.38312	0.38312	29105.12	33286.90	33286.90	True
LW60	6.33	0.40049	0.40049	29105.12	33569.00	33569.00	True
LW60	6.50	0.41516	0.41516	29105.12	33807.30	33807.30	True
LW60	6.67	0.42422	0.42422	29105.12	33954.40	33954.40	True
LW60	6.83	0.42958	0.42958	29105.12	34041.45	34041.45	True
LW60	7.00	0.43419	0.43419	29105.12	34116.40	34116.40	True
LW60	7.17	0.43774	0.43774	29105.12	34174.00	34174.00	True
LW60	7.33	0.43929	0.43929	29105.12	34199.20	34199.20	True
LW60	7.50	0.44040	0.44040	29105.12	34217.20	34217.20	True
LW60	7.67	0.44283	0.44283	29105.12	34256.80	34256.80	True
LW60	7.83	0.44408	0.44408	29105.12	34277.09	34277.09	True
LW60	8.00	0.44555	0.44555	29105.12	34300.90	34300.90	True
LW60	8.17	0.44727	0.44727	29105.12	34328.80	34328.80	True
LW60	8.33	0.44793	0.44793	29105.12	34339.60	34339.60	True
LW60	8.50	0.44882	0.44882	29105.12	34354.00	34354.00	True
LW60	8.67	0.44993	0.44993	29105.12	34372.00	34372.00	True
LW60	8.83	0.44983	0.44983	29105.12	34370.36	34370.36	True
LW60	9.00	0.45081	0.45081	29105.12	34386.40	34386.40	True
LW60	9.17	0.44948	0.44948	29105.12	34364.80	34364.80	True
LW60	9.33	0.44926	0.44926	29105.12	34361.20	34361.20	True
LW60	9.50	0.44926	0.44926	29105.12	34361.20	34361.20	True
LW60	9.67	0.44993	0.44993	29105.12	34372.00	34372.00	True
LW60	9.83	0.45255	0.45255	29105.12	34414.55	34414.55	True
LW60	10.00	0.45688	0.45688	29105.12	34484.90	34484.90	True
LW60	10.17	0.46218	0.46218	29105.12	34571.00	34571.00	True
LW60	10.33	0.46709	0.46709	29105.12	34650.80	34650.80	True
LW60	10.50	0.47244	0.47244	29105.12	34737.70	34737.70	True
LW60	10.67	0.47870	0.47870	29105.12	34839.40	34839.40	True
LW60	10.83	0.48503	0.48503	29105.12	34942.18	34942.18	True
LW60	11.00	0.49357	0.49357	29105.12	35080.90	35080.90	True
LW60	11.17	0.50183	0.50183	29105.12	35215.00	35215.00	True
LW60	11.33	0.50926	0.50926	29105.12	35335.70	35335.70	True
LW60	11.50	0.51647	0.51647	29105.12	35452.90	35452.90	True
LW60	11.67	0.52249	0.52249	29105.12	35550.70	35550.70	True
LW60	11.83	0.52931	0.52931	29105.12	35661.45	35661.45	True
LW60	12.00	0.53594	0.53594	29105.12	35769.20	35769.20	True
LW60	12.17	0.54254	0.54254	29105.12	35876.40	35876.40	True
LW60	12.33	0.55087	0.55087	29105.12	36011.60	36011.60	True
LW60	12.50	0.55576	0.55576	29105.12	36091.00	36091.00	True
LW60	12.67	0.56350	0.56350	29105.12	36216.80	36216.80	True
LW60	12.83	0.56988	0.56988	29105.12	36320.36	36320.36	True
LW60	13.00	0.57563	0.57563	29105.12	36413.90	36413.90	True
LW60	13.17	0.58230	0.58230	29105.12	36522.10	36522.10	True
LW65	0.00	-1.00000	-1.00000	21928.00	17025.45	17025.45	True
LW65	0.17	-0.34416	-0.34416	21928.00	20095.70	20095.70	True
LW65	0.33	-0.09923	-0.09923	21928.00	21242.30	21242.30	True
LW65	0.50	-0.01549	-0.01549	21928.00	21634.30	21634.30	True
LW65	0.67	0.02516	0.02516	21928.00	21824.60	21824.60	True
LW65	0.83	0.04259	0.04259	21928.00	21906.18	21906.18	True
LW65	1.00	0.04697	0.04697	21928.00	21926.70	21926.70	True
LW65	1.17	0.04618	0.04618	21928.00	21923.00	21923.00	True
LW65	1.33	0.04139	0.04139	21928.00	21900.60	21900.60	True
LW65	1.50	0.03563	0.03563	21928.00	21873.60	21873.60	True
LW65	1.67	0.04746	0.04746	21928.00	21929.00	21929.00	True
LW65	1.83	0.04818	0.04818	21928.00	21932.36	21932.36	True
LW65	2.00	0.04703	0.04703	21928.00	21927.00	21927.00	True
LW65	2.17	0.04511	0.04511	21928.00	21918.00	21918.00	True
LW65	2.33	0.04652	0.04652	21928.00	21924.60	21924.60	True
LW65	2.50	0.04257	0.04257	21928.00	21906.10	21906.10	True
LW65	2.67	0.03939	0.03939	21928.00	21891.20	21891.20	True
LW65	2.83	0.03311	0.03311	21928.00	21861.82	21861.82	True
LW65	3.00	0.03311	0.03311	21928.00	21861.80	21861.80	True
LW65	3.17	0.02992	0.02992	21928.00	21846.90	21846.90	True
LW65	3.33	0.02610	0.02610	21928.00	21829.00	21829.00	True
LW65	3.50	0.02418	0.02418	21928.00	21820.00	21820.00	True
LW65	3.67	0.02035	0.02035	21928.00	21802.10	21802.10	True
LW65	3.83	0.01361	0.01361	21928.00	21770.55	21770.55	True
LW65	4.00	0.00773	0.00773	21928.00	21743.00	21743.00	True
LW65	4.17	0.00965	0.00965	21928.00	21752.00	21752.00	True
LW65	4.33	0.00388	0.00388	21928.00	21725.00	21725.00	True
LW65	4.50	-0.00176	-0.00176	21928.00	21698.60	21698.60	True
LW65	4.67	-0.00425	-0.00425	21928.00	21686.90	21686.90	True
LW65	4.83	-0.01070	-0.01070	21928.00	21656.73	21656.73	True
LW65	5.00	-0.01372	-0.01372	21928.00	21642.60	21642.60	True
LW65	5.17	-0.00936	-0.00936	21928.00	21663.00	21663.00	True
LW65	5.33	-0.00936	-0.00936	21928.00	21663.00	21663.00	True
LW65	5.50	-0.00178	-0.00178	21928.00	21698.50	21698.50	True
LW65	5.67	0.00200	0.00200	21928.00	21716.20	21716.20	True
LW65	5.83	0.00773	0.00773	21928.00	21743.00	21743.00	True
LW65	6.00	0.01222	0.01222	21928.00	21764.00	21764.00	True
LW65	6.17	0.01093	0.01093	21928.00	21758.00	21758.00	True
LW65	6.33	0.01294	0.01294	21928.00	21767.40	21767.40	True
LW65	6.50	0.01093	0.01093	21928.00	21758.00	21758.00	True
LW65	6.67	0.00709	0.00709	21928.00	21740.00	21740.00	True
LW65	6.83	0.00309	0.00309	21928.00	21721.27	21721.27	True
LW65	7.00	0.00072	0.00072	21928.00	21710.20	21710.20	True
LW65	7.17	-0.00302	-0.00302	21928.00	21692.70	21692.70	True
LW65	7.33	-0.01128	-0.01128	21928.00	21654.00	21654.00	True
LW65	7.50	-0.01511	-0.01511	21928.00	21636.10	21636.10	True
LW65	7.67	-0.01765	-0.01765	21928.00	21624.20	21624.20	True
LW65	7.83	-0.02107	-0.02107	21928.00	21608.18	21608.18	True
LW65	8.00	-0.02570	-0.02570	21928.00	21586.50	21586.50	True
LW65	8.17	-0.02519	-0.02519	21928.00	21588.90	21588.90	True
LW65	8.33	-0.03087	-0.03087	21928.00	21562.30	21562.30	True
LW65	8.50	-0.03277	-0.03277	21928.00	21553.40	21553.40	True
LW65	8.67	-0.03591	-0.03591	21928.00	21538.70	21538.70	True
LW65	8.83	-0.03577	-0.03577	21928.00	21539.36	21539.36	True
LW65	9.00	-0.02963	-0.02963	21928.00	21568.10	21568.10	True
LW65	9.17	-0.02395	-0.02395	21928.00	21594.70	21594.70	True
LW65	9.33	-0.02643	-0.02643	21928.00	21583.10	21583.10	True
LW65	9.50	-0.03027	-0.03027	21928.00	21565.10	21565.10	True
LW65	9.67	-0.02645	-0.02645	21928.00	21583.00	21583.00	True
LW65	9.83	-0.02451	-0.02451	21928.00	21592.09	21592.09	True
LW65	10.00	-0.01436	-0.01436	21928.00	21639.60	21639.60	True
LW65	10.17	-0.00556	-0.00556	21928.00	21680.80	21680.80	True
LW65	10.33	-0.00052	-0.00052	21928.00	21704.40	21704.40	True
LW65	10.50	0.01281	0.01281	21928.00	21766.80	21766.80	True
LW65	10.67	0.02035	0.02035	21928.00	21802.10	21802.10	True
LW65	10.83	0.03597	0.03597	21928.00	21875.18	21875.18	True
LW65	11.00	0.05030	0.05030	21928.00	21942.30	21942.30	True
LW65	11.17	0.07438	0.07438	21928.00	22055.00	22055.00	True
LW65	11.33	0.09794	0.09794	21928.00	22165.30	22165.30	True
LW65	11.50	0.12479	0.12479	21928.00	22291.00	22291.00	True
LW65	11.67	0.15181	0.15181	21928.00	22417.50	22417.50	True
LW65	11.83	0.17631	0.17631	21928.00	22532.18	22532.18	True
LW65	12.00	0.20553	0.20553	21928.00	22669.00	22669.00	True
LW65	12.17	0.22732	0.22732	21928.00	22771.00	22771.00	True
LW65	12.33	0.24757	0.24757	21928.00	22865.80	22865.80	True
LW65	12.50	0.26859	0.26859	21928.00	22964.20	22964.20	True
LW65	12.67	0.28741	0.28741	21928.00	23052.30	23052.30	True
LW65	12.83	0.30937	0.30937	21928.00	23155.09	23155.09	True
LW65	13.00	0.33078	0.33078	21928.00	23255.30	23255.30	True
LW65	13.17	0.34637	0.34637	21928.00	23328.30	23328.30	True

This region contains a wide data table. Use horizontal scrolling to reveal additional columns when needed.

One sample, linked to its full context

Run and Inclusion Provenance

Sensor and Manufacturing Provenance

Sensor Features

Normalization Policy

Stored max-absolute-scaled response

Channels

Control display

Per-Sensor Baseline Diagnostics

Stored max-absolute-scaled response

Imported baseline-normalized

Source signal (no normalization)

Absolute baseline-relative change

Signed baseline-relative change

Baseline ratio

Baseline z-score

Raw Signal Plot

Immutable source signal

Configured Normalized Time-Series Plot

On-demand normalized signal

Selected-Sensor Time-Series Preview