2026-03-25 A1.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: Pseudomonas aeruginosa
Dataset: LB-v0
Medium: LB
Role: sample

View signal plots View calculation

Dataset: LB-v0 | Medium: LB | Organism: Pseudomonas aeruginosa | Run: 2026-03-25 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	2026-03-25 inc4	Run date	2026-03-25
Media	LB	Incubator	inc4
Well file	2026-03-25 A1.xlsx	Well ID	A1
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	12.59096	2.0-42.0 h
LW60	end_norm	0.48444	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.48444	2.0-42.0 h
LW60	max_norm	0.48444	2.0-42.0 h
LW60	min_norm	-0.00369	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	0.01240	2.0-42.0 h
LW61	auc_norm	38.93776	2.0-42.0 h
LW61	end_norm	1.81561	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	1.81561	2.0-42.0 h
LW61	max_norm	1.81561	2.0-42.0 h
LW61	min_norm	0.01851	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	0.04043	2.0-42.0 h
LW62	auc_norm		2.0-42.0 h
LW62	end_norm		2.0-42.0 h
LW62	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW62	max_abs_norm		2.0-42.0 h
LW62	max_norm		2.0-42.0 h
LW62	min_norm		2.0-42.0 h
LW62	pct_abnormal_rows	0.00000	2.0-42.0 h
LW62	pct_missing_norm	1.00000	2.0-42.0 h
LW62	pct_saturated_rows	0.05228	2.0-42.0 h
LW62	slope_norm		2.0-42.0 h
LW63	auc_norm		2.0-42.0 h
LW63	end_norm		2.0-42.0 h
LW63	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW63	max_abs_norm		2.0-42.0 h
LW63	max_norm		2.0-42.0 h
LW63	min_norm		2.0-42.0 h
LW63	pct_abnormal_rows	0.00000	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.40290	2.0-42.0 h
LW63	slope_norm		2.0-42.0 h
LW64	auc_norm		2.0-42.0 h
LW64	end_norm		2.0-42.0 h
LW64	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW64	max_abs_norm		2.0-42.0 h
LW64	max_norm		2.0-42.0 h
LW64	min_norm		2.0-42.0 h
LW64	pct_abnormal_rows	0.00000	2.0-42.0 h
LW64	pct_missing_norm	1.00000	2.0-42.0 h
LW64	pct_saturated_rows	1.00000	2.0-42.0 h
LW64	slope_norm		2.0-42.0 h
LW65	auc_norm	4.06154	2.0-42.0 h
LW65	end_norm	0.15380	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.15403	2.0-42.0 h
LW65	max_norm	0.15403	2.0-42.0 h
LW65	min_norm	-0.00908	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	0.00422	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 558 source points

Control overlay: mean of 3 control samples matched from the same experimental run. 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	26443.20182	182.51211	Ready
LW65	5	10867.63636	68.60870	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	0.00–46.33 h	5474.64–38453.60 Ω
LW65	5 1 1 1 sample dash pattern	0.00–46.33 h	5474.64–38453.60 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–46.33 h	5474.64–38453.60 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–46.33 h	5474.64–38453.60 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	0.00–46.33 h	-1.00000–1.00000 dimensionless
LW65	5 1 1 1 sample dash pattern	0.00–46.33 h	-1.00000–1.00000 dimensionless
LW60 control mean	Control mean dash pattern for LW60	0.00–46.33 h	-1.00000–1.00000 dimensionless
LW65 control mean	Control mean dash pattern for LW65	0.00–46.33 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	-0.27501	-0.27501	25786.04	23140.18	23140.18	True
LW60	0.17	-0.07022	-0.07022	25786.04	25599.80	25599.80	True
LW60	0.33	-0.02382	-0.02382	25786.04	26157.10	26157.10	True
LW60	0.50	-0.00416	-0.00416	25786.04	26393.20	26393.20	True
LW60	0.67	0.00223	0.00223	25786.04	26470.00	26470.00	True
LW60	0.83	0.01180	0.01180	25786.04	26584.91	26584.91	True
LW60	1.00	0.01395	0.01395	25786.04	26610.80	26610.80	True
LW60	1.17	-0.01429	-0.01429	25786.04	26271.60	26271.60	True
LW60	1.33	-0.02911	-0.02911	25786.04	26093.60	26093.60	True
LW60	1.50	-0.04498	-0.04498	25786.04	25903.00	25903.00	True
LW60	1.67	-0.05132	-0.05132	25786.04	25826.80	25826.80	True
LW60	1.83	-0.05811	-0.05811	25786.04	25745.27	25745.27	True
LW60	2.00	-0.05952	-0.05952	25786.04	25728.40	25728.40	True
LW60	2.17	-0.05949	-0.05949	25786.04	25728.70	25728.70	True
LW60	2.33	-0.06004	-0.06004	25786.04	25722.10	25722.10	True
LW60	2.50	-0.06264	-0.06264	25786.04	25690.90	25690.90	True
LW60	2.67	-0.06237	-0.06237	25786.04	25694.10	25694.10	True
LW60	2.83	-0.06028	-0.06028	25786.04	25719.18	25719.18	True
LW60	3.00	-0.06134	-0.06134	25786.04	25706.50	25706.50	True
LW60	3.17	-0.06108	-0.06108	25786.04	25709.60	25709.60	True
LW60	3.33	-0.06005	-0.06005	25786.04	25722.00	25722.00	True
LW60	3.50	-0.06030	-0.06030	25786.04	25719.00	25719.00	True
LW60	3.67	-0.05632	-0.05632	25786.04	25766.80	25766.80	True
LW60	3.83	-0.05331	-0.05331	25786.04	25802.91	25802.91	True
LW60	4.00	-0.04867	-0.04867	25786.04	25858.60	25858.60	True
LW60	4.17	-0.04526	-0.04526	25786.04	25899.60	25899.60	True
LW60	4.33	-0.04023	-0.04023	25786.04	25960.00	25960.00	True
LW60	4.50	-0.03309	-0.03309	25786.04	26045.80	26045.80	True
LW60	4.67	-0.02594	-0.02594	25786.04	26131.70	26131.70	True
LW60	4.83	-0.01412	-0.01412	25786.04	26273.64	26273.64	True
LW60	5.00	-0.00363	-0.00363	25786.04	26399.60	26399.60	True
LW60	5.17	0.00916	0.00916	25786.04	26553.20	26553.20	True
LW60	5.33	0.01902	0.01902	25786.04	26671.60	26671.60	True
LW60	5.50	0.02568	0.02568	25786.04	26751.60	26751.60	True
LW60	5.67	0.02919	0.02919	25786.04	26793.80	26793.80	True
LW60	5.83	0.02708	0.02708	25786.04	26768.45	26768.45	True
LW60	6.00	0.02381	0.02381	25786.04	26729.20	26729.20	True
LW60	6.17	0.02141	0.02141	25786.04	26700.40	26700.40	True
LW60	6.33	0.01822	0.01822	25786.04	26662.00	26662.00	True
LW60	6.50	0.01768	0.01768	25786.04	26655.60	26655.60	True
LW60	6.67	0.01715	0.01715	25786.04	26649.20	26649.20	True
LW60	6.83	0.01761	0.01761	25786.04	26654.73	26654.73	True
LW60	7.00	0.02115	0.02115	25786.04	26697.20	26697.20	True
LW60	7.17	0.02594	0.02594	25786.04	26754.80	26754.80	True
LW60	7.33	0.03081	0.03081	25786.04	26813.20	26813.20	True
LW60	7.50	0.03748	0.03748	25786.04	26893.40	26893.40	True
LW60	7.67	0.04635	0.04635	25786.04	26999.90	26999.90	True
LW60	7.83	0.05514	0.05514	25786.04	27105.45	27105.45	True
LW60	8.00	0.06626	0.06626	25786.04	27239.00	27239.00	True
LW60	8.17	0.07759	0.07759	25786.04	27375.10	27375.10	True
LW60	8.33	0.09030	0.09030	25786.04	27527.70	27527.70	True
LW60	8.50	0.10413	0.10413	25786.04	27693.90	27693.90	True
LW60	8.67	0.11961	0.11961	25786.04	27879.80	27879.80	True
LW60	8.83	0.13696	0.13696	25786.04	28088.18	28088.18	True
LW60	9.00	0.15569	0.15569	25786.04	28313.10	28313.10	True
LW60	9.17	0.17298	0.17298	25786.04	28520.80	28520.80	True
LW60	9.33	0.18927	0.18927	25786.04	28716.40	28716.40	True
LW60	9.50	0.20416	0.20416	25786.04	28895.30	28895.30	True
LW60	9.67	0.22051	0.22051	25786.04	29091.60	29091.60	True
LW60	9.83	0.23853	0.23853	25786.04	29308.00	29308.00	True
LW60	10.00	0.25839	0.25839	25786.04	29546.60	29546.60	True
LW60	10.17	0.27855	0.27855	25786.04	29788.70	29788.70	True
LW60	10.33	0.30105	0.30105	25786.04	30058.90	30058.90	True
LW60	10.50	0.32280	0.32280	25786.04	30320.20	30320.20	True
LW60	10.67	0.34375	0.34375	25786.04	30571.80	30571.80	True
LW60	10.83	0.36504	0.36504	25786.04	30827.45	30827.45	True
LW60	11.00	0.38020	0.38020	25786.04	31009.50	31009.50	True
LW60	11.17	0.39221	0.39221	25786.04	31153.80	31153.80	True
LW60	11.33	0.40313	0.40313	25786.04	31285.00	31285.00	True
LW60	11.50	0.41203	0.41203	25786.04	31391.90	31391.90	True
LW60	11.67	0.42066	0.42066	25786.04	31495.50	31495.50	True
LW60	11.83	0.43150	0.43150	25786.04	31625.64	31625.64	True
LW60	12.00	0.44288	0.44288	25786.04	31762.40	31762.40	True
LW60	12.17	0.45213	0.45213	25786.04	31873.50	31873.50	True
LW60	12.33	0.45965	0.45965	25786.04	31963.80	31963.80	True
LW60	12.50	0.47099	0.47099	25786.04	32100.00	32100.00	True
LW60	12.67	0.48032	0.48032	25786.04	32212.00	32212.00	True
LW60	12.83	0.48954	0.48954	25786.04	32322.73	32322.73	True
LW60	13.00	0.49955	0.49955	25786.04	32443.00	32443.00	True
LW60	13.17	0.50917	0.50917	25786.04	32558.50	32558.50	True
LW65	0.00	-0.95517	-0.95517	10692.08	9421.64	9421.64	True
LW65	0.17	-0.22719	-0.22719	10692.08	10523.70	10523.70	True
LW65	0.33	-0.07361	-0.07361	10692.08	10756.20	10756.20	True
LW65	0.50	-0.01033	-0.01033	10692.08	10852.00	10852.00	True
LW65	0.67	0.01398	0.01398	10692.08	10888.80	10888.80	True
LW65	0.83	0.03009	0.03009	10692.08	10913.18	10913.18	True
LW65	1.00	0.03987	0.03987	10692.08	10928.00	10928.00	True
LW65	1.17	-0.00551	-0.00551	10692.08	10859.30	10859.30	True
LW65	1.33	-0.03629	-0.03629	10692.08	10812.70	10812.70	True
LW65	1.50	-0.07044	-0.07044	10692.08	10761.00	10761.00	True
LW65	1.67	-0.10294	-0.10294	10692.08	10711.80	10711.80	True
LW65	1.83	-0.12899	-0.12899	10692.08	10672.36	10672.36	True
LW65	2.00	-0.13187	-0.13187	10692.08	10668.00	10668.00	True
LW65	2.17	-0.14013	-0.14013	10692.08	10655.50	10655.50	True
LW65	2.33	-0.13848	-0.13848	10692.08	10658.00	10658.00	True
LW65	2.50	-0.13848	-0.13848	10692.08	10658.00	10658.00	True
LW65	2.67	-0.14839	-0.14839	10692.08	10643.00	10643.00	True
LW65	2.83	-0.14688	-0.14688	10692.08	10645.27	10645.27	True
LW65	3.00	-0.14997	-0.14997	10692.08	10640.60	10640.60	True
LW65	3.17	-0.16107	-0.16107	10692.08	10623.80	10623.80	True
LW65	3.33	-0.17217	-0.17217	10692.08	10607.00	10607.00	True
LW65	3.50	-0.18009	-0.18009	10692.08	10595.00	10595.00	True
LW65	3.67	-0.18009	-0.18009	10692.08	10595.00	10595.00	True
LW65	3.83	-0.18009	-0.18009	10692.08	10595.00	10595.00	True
LW65	4.00	-0.17058	-0.17058	10692.08	10609.40	10609.40	True
LW65	4.17	-0.16424	-0.16424	10692.08	10619.00	10619.00	True
LW65	4.33	-0.15948	-0.15948	10692.08	10626.20	10626.20	True
LW65	4.50	-0.16107	-0.16107	10692.08	10623.80	10623.80	True
LW65	4.67	-0.14991	-0.14991	10692.08	10640.70	10640.70	True
LW65	4.83	-0.13794	-0.13794	10692.08	10658.82	10658.82	True
LW65	5.00	-0.12712	-0.12712	10692.08	10675.20	10675.20	True
LW65	5.17	-0.10611	-0.10611	10692.08	10707.00	10707.00	True
LW65	5.33	-0.09633	-0.09633	10692.08	10721.80	10721.80	True
LW65	5.50	-0.09316	-0.09316	10692.08	10726.60	10726.60	True
LW65	5.67	-0.09158	-0.09158	10692.08	10729.00	10729.00	True
LW65	5.83	-0.09812	-0.09812	10692.08	10719.09	10719.09	True
LW65	6.00	-0.10446	-0.10446	10692.08	10709.50	10709.50	True
LW65	6.17	-0.10941	-0.10941	10692.08	10702.00	10702.00	True
LW65	6.33	-0.11602	-0.11602	10692.08	10692.00	10692.00	True
LW65	6.50	-0.11602	-0.11602	10692.08	10692.00	10692.00	True
LW65	6.67	-0.11602	-0.11602	10692.08	10692.00	10692.00	True
LW65	6.83	-0.11602	-0.11602	10692.08	10692.00	10692.00	True
LW65	7.00	-0.10941	-0.10941	10692.08	10702.00	10702.00	True
LW65	7.17	-0.09950	-0.09950	10692.08	10717.00	10717.00	True
LW65	7.33	-0.09950	-0.09950	10692.08	10717.00	10717.00	True
LW65	7.50	-0.09633	-0.09633	10692.08	10721.80	10721.80	True
LW65	7.67	-0.08359	-0.08359	10692.08	10741.10	10741.10	True
LW65	7.83	-0.07608	-0.07608	10692.08	10752.45	10752.45	True
LW65	8.00	-0.07705	-0.07705	10692.08	10751.00	10751.00	True
LW65	8.17	-0.06714	-0.06714	10692.08	10766.00	10766.00	True
LW65	8.33	-0.06218	-0.06218	10692.08	10773.50	10773.50	True
LW65	8.50	-0.04270	-0.04270	10692.08	10803.00	10803.00	True
LW65	8.67	-0.03305	-0.03305	10692.08	10817.60	10817.60	True
LW65	8.83	-0.01393	-0.01393	10692.08	10846.55	10846.55	True
LW65	9.00	-0.00234	-0.00234	10692.08	10864.10	10864.10	True
LW65	9.17	0.01246	0.01246	10692.08	10886.50	10886.50	True
LW65	9.33	0.02362	0.02362	10692.08	10903.40	10903.40	True
LW65	9.50	0.04483	0.04483	10692.08	10935.50	10935.50	True
LW65	9.67	0.04978	0.04978	10692.08	10943.00	10943.00	True
LW65	9.83	0.06588	0.06588	10692.08	10967.36	10967.36	True
LW65	10.00	0.07898	0.07898	10692.08	10987.20	10987.20	True
LW65	10.17	0.09536	0.09536	10692.08	11012.00	11012.00	True
LW65	10.33	0.11657	0.11657	10692.08	11044.10	11044.10	True
LW65	10.50	0.13770	0.13770	10692.08	11076.10	11076.10	True
LW65	10.67	0.16056	0.16056	10692.08	11110.70	11110.70	True
LW65	10.83	0.19162	0.19162	10692.08	11157.73	11157.73	True
LW65	11.00	0.21598	0.21598	10692.08	11194.60	11194.60	True
LW65	11.17	0.23216	0.23216	10692.08	11219.10	11219.10	True
LW65	11.33	0.25357	0.25357	10692.08	11251.50	11251.50	True
LW65	11.50	0.27166	0.27166	10692.08	11278.90	11278.90	True
LW65	11.67	0.28455	0.28455	10692.08	11298.40	11298.40	True
LW65	11.83	0.31641	0.31641	10692.08	11346.64	11346.64	True
LW65	12.00	0.33713	0.33713	10692.08	11378.00	11378.00	True
LW65	12.17	0.34208	0.34208	10692.08	11385.50	11385.50	True
LW65	12.33	0.36520	0.36520	10692.08	11420.50	11420.50	True
LW65	12.50	0.38786	0.38786	10692.08	11454.80	11454.80	True
LW65	12.67	0.40252	0.40252	10692.08	11477.00	11477.00	True
LW65	12.83	0.41934	0.41934	10692.08	11502.45	11502.45	True
LW65	13.00	0.44216	0.44216	10692.08	11537.00	11537.00	True
LW65	13.17	0.46858	0.46858	10692.08	11577.00	11577.00	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