2026-04-01 A2.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: Klebsiella pneumoniae
Dataset: LB-v0
Medium: LB
Role: sample

View signal plots View calculation

Dataset: LB-v0 | Medium: LB | Organism: Klebsiella pneumoniae | Run: 2026-04-01 inc5 | 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	2026-04-01 inc5	Run date	2026-04-01
Media	LB	Incubator	inc5
Well file	2026-04-01 A2.xlsx	Well ID	A2
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	7.85742	2.0-42.0 h
LW60	end_norm	0.28044	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.28682	2.0-42.0 h
LW60	max_norm	0.28682	2.0-42.0 h
LW60	min_norm	0.00099	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	0.00675	2.0-42.0 h
LW61	auc_norm	17.09845	2.0-42.0 h
LW61	end_norm	0.48419	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	0.51476	2.0-42.0 h
LW61	max_norm	0.51476	2.0-42.0 h
LW61	min_norm	0.00980	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	0.00828	2.0-42.0 h
LW62	auc_norm	-10.47885	2.0-42.0 h
LW62	end_norm	-0.35658	2.0-42.0 h
LW62	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW62	max_abs_norm	0.37410	2.0-42.0 h
LW62	max_norm	0.00631	2.0-42.0 h
LW62	min_norm	-0.37410	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	-0.00796	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	0.62490	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	4.65417	2.0-42.0 h
LW65	end_norm	0.14058	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.14596	2.0-42.0 h
LW65	max_norm	0.14596	2.0-42.0 h
LW65	min_norm	0.00200	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	0.00265	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 540 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	14882.16364	286.14817	Ready
LW65	5	7586.77273	150.77539	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	5040.27–48539.60 Ω
LW65	5 1 1 1 sample dash pattern	0.00–67.83 h	5040.27–48539.60 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–67.83 h	5040.27–48539.60 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–67.83 h	5040.27–48539.60 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	-1.00000–0.79112 dimensionless
LW65	5 1 1 1 sample dash pattern	0.00–67.83 h	-1.00000–0.79112 dimensionless
LW60 control mean	Control mean dash pattern for LW60	0.00–67.83 h	-1.00000–0.79112 dimensionless
LW65 control mean	Control mean dash pattern for LW65	0.00–67.83 h	-1.00000–0.79112 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	-1.00000	-1.00000	15297.87	8810.45	8810.45	True
LW60	0.17	-0.19734	-0.19734	15297.87	13684.00	13684.00	True
LW60	0.33	-0.07159	-0.07159	15297.87	14447.50	14447.50	True
LW60	0.50	-0.01926	-0.01926	15297.87	14765.20	14765.20	True
LW60	0.67	0.01116	0.01116	15297.87	14949.90	14949.90	True
LW60	0.83	0.03321	0.03321	15297.87	15083.82	15083.82	True
LW60	1.00	0.04648	0.04648	15297.87	15164.40	15164.40	True
LW60	1.17	0.05737	0.05737	15297.87	15230.50	15230.50	True
LW60	1.33	0.06223	0.06223	15297.87	15260.00	15260.00	True
LW60	1.50	0.06579	0.06579	15297.87	15281.60	15281.60	True
LW60	1.67	0.06753	0.06753	15297.87	15292.20	15292.20	True
LW60	1.83	0.06940	0.06940	15297.87	15303.55	15303.55	True
LW60	2.00	0.07096	0.07096	15297.87	15313.00	15313.00	True
LW60	2.17	0.07096	0.07096	15297.87	15313.00	15313.00	True
LW60	2.33	0.07185	0.07185	15297.87	15318.40	15318.40	True
LW60	2.50	0.07274	0.07274	15297.87	15323.80	15323.80	True
LW60	2.67	0.07452	0.07452	15297.87	15334.60	15334.60	True
LW60	2.83	0.07540	0.07540	15297.87	15340.00	15340.00	True
LW60	3.00	0.07540	0.07540	15297.87	15340.00	15340.00	True
LW60	3.17	0.07540	0.07540	15297.87	15340.00	15340.00	True
LW60	3.33	0.07583	0.07583	15297.87	15342.60	15342.60	True
LW60	3.50	0.07583	0.07583	15297.87	15342.60	15342.60	True
LW60	3.67	0.07755	0.07755	15297.87	15353.00	15353.00	True
LW60	3.83	0.07696	0.07696	15297.87	15349.45	15349.45	True
LW60	4.00	0.07969	0.07969	15297.87	15366.00	15366.00	True
LW60	4.17	0.08058	0.08058	15297.87	15371.40	15371.40	True
LW60	4.33	0.08413	0.08413	15297.87	15393.00	15393.00	True
LW60	4.50	0.08942	0.08942	15297.87	15425.10	15425.10	True
LW60	4.67	0.09598	0.09598	15297.87	15464.90	15464.90	True
LW60	4.83	0.10688	0.10688	15297.87	15531.09	15531.09	True
LW60	5.00	0.12588	0.12588	15297.87	15646.50	15646.50	True
LW60	5.17	0.15634	0.15634	15297.87	15831.40	15831.40	True
LW60	5.33	0.19181	0.19181	15297.87	16046.80	16046.80	True
LW60	5.50	0.22605	0.22605	15297.87	16254.70	16254.70	True
LW60	5.67	0.25942	0.25942	15297.87	16457.30	16457.30	True
LW60	5.83	0.28641	0.28641	15297.87	16621.18	16621.18	True
LW60	6.00	0.29976	0.29976	15297.87	16702.20	16702.20	True
LW60	6.17	0.31002	0.31002	15297.87	16764.50	16764.50	True
LW60	6.33	0.32219	0.32219	15297.87	16838.40	16838.40	True
LW60	6.50	0.33390	0.33390	15297.87	16909.50	16909.50	True
LW60	6.67	0.34605	0.34605	15297.87	16983.30	16983.30	True
LW60	6.83	0.35882	0.35882	15297.87	17060.82	17060.82	True
LW60	7.00	0.37130	0.37130	15297.87	17136.60	17136.60	True
LW60	7.17	0.38352	0.38352	15297.87	17210.80	17210.80	True
LW60	7.33	0.39573	0.39573	15297.87	17284.90	17284.90	True
LW60	7.50	0.40663	0.40663	15297.87	17351.10	17351.10	True
LW60	7.67	0.41297	0.41297	15297.87	17389.60	17389.60	True
LW60	7.83	0.41813	0.41813	15297.87	17420.91	17420.91	True
LW60	8.00	0.42163	0.42163	15297.87	17442.20	17442.20	True
LW60	8.17	0.42341	0.42341	15297.87	17453.00	17453.00	True
LW60	8.33	0.42433	0.42433	15297.87	17458.60	17458.60	True
LW60	8.50	0.42387	0.42387	15297.87	17455.80	17455.80	True
LW60	8.67	0.42526	0.42526	15297.87	17464.20	17464.20	True
LW60	8.83	0.42635	0.42635	15297.87	17470.82	17470.82	True
LW60	9.00	0.42802	0.42802	15297.87	17481.00	17481.00	True
LW60	9.17	0.42756	0.42756	15297.87	17478.20	17478.20	True
LW60	9.33	0.42480	0.42480	15297.87	17461.40	17461.40	True
LW60	9.50	0.42341	0.42341	15297.87	17453.00	17453.00	True
LW60	9.67	0.42341	0.42341	15297.87	17453.00	17453.00	True
LW60	9.83	0.42220	0.42220	15297.87	17445.64	17445.64	True
LW60	10.00	0.42252	0.42252	15297.87	17447.60	17447.60	True
LW60	10.17	0.42341	0.42341	15297.87	17453.00	17453.00	True
LW60	10.33	0.42341	0.42341	15297.87	17453.00	17453.00	True
LW60	10.50	0.42297	0.42297	15297.87	17450.30	17450.30	True
LW60	10.67	0.42341	0.42341	15297.87	17453.00	17453.00	True
LW60	10.83	0.42139	0.42139	15297.87	17440.73	17440.73	True
LW60	11.00	0.42163	0.42163	15297.87	17442.20	17442.20	True
LW60	11.17	0.42119	0.42119	15297.87	17439.50	17439.50	True
LW60	11.33	0.41897	0.41897	15297.87	17426.00	17426.00	True
LW60	11.50	0.41897	0.41897	15297.87	17426.00	17426.00	True
LW60	11.67	0.41850	0.41850	15297.87	17423.20	17423.20	True
LW60	11.83	0.41897	0.41897	15297.87	17426.00	17426.00	True
LW60	12.00	0.41897	0.41897	15297.87	17426.00	17426.00	True
LW60	12.17	0.41897	0.41897	15297.87	17426.00	17426.00	True
LW60	12.33	0.42163	0.42163	15297.87	17442.20	17442.20	True
LW60	12.50	0.42341	0.42341	15297.87	17453.00	17453.00	True
LW60	12.67	0.42710	0.42710	15297.87	17475.40	17475.40	True
LW60	12.83	0.42843	0.42843	15297.87	17483.45	17483.45	True
LW60	13.00	0.43158	0.43158	15297.87	17502.60	17502.60	True
LW60	13.17	0.43247	0.43247	15297.87	17508.00	17508.00	True
LW65	0.00	-1.00000	-1.00000	7835.32	5040.27	5040.27	True
LW65	0.17	-0.23859	-0.23859	7835.32	6979.20	6979.20	True
LW65	0.33	-0.08980	-0.08980	7835.32	7358.10	7358.10	True
LW65	0.50	-0.02277	-0.02277	7835.32	7528.80	7528.80	True
LW65	0.67	0.01175	0.01175	7835.32	7616.70	7616.70	True
LW65	0.83	0.03989	0.03989	7835.32	7688.36	7688.36	True
LW65	1.00	0.06092	0.06092	7835.32	7741.90	7741.90	True
LW65	1.17	0.07266	0.07266	7835.32	7771.80	7771.80	True
LW65	1.33	0.08287	0.08287	7835.32	7797.80	7797.80	True
LW65	1.50	0.09292	0.09292	7835.32	7823.40	7823.40	True
LW65	1.67	0.09473	0.09473	7835.32	7828.00	7828.00	True
LW65	1.83	0.10048	0.10048	7835.32	7842.64	7842.64	True
LW65	2.00	0.10376	0.10376	7835.32	7851.00	7851.00	True
LW65	2.17	0.11279	0.11279	7835.32	7874.00	7874.00	True
LW65	2.33	0.11279	0.11279	7835.32	7874.00	7874.00	True
LW65	2.50	0.11279	0.11279	7835.32	7874.00	7874.00	True
LW65	2.67	0.11279	0.11279	7835.32	7874.00	7874.00	True
LW65	2.83	0.11793	0.11793	7835.32	7887.09	7887.09	True
LW65	3.00	0.12128	0.12128	7835.32	7895.60	7895.60	True
LW65	3.17	0.12222	0.12222	7835.32	7898.00	7898.00	True
LW65	3.33	0.12222	0.12222	7835.32	7898.00	7898.00	True
LW65	3.50	0.12312	0.12312	7835.32	7900.30	7900.30	True
LW65	3.67	0.12493	0.12493	7835.32	7904.90	7904.90	True
LW65	3.83	0.12468	0.12468	7835.32	7904.27	7904.27	True
LW65	4.00	0.12944	0.12944	7835.32	7916.40	7916.40	True
LW65	4.17	0.12854	0.12854	7835.32	7914.10	7914.10	True
LW65	4.33	0.13125	0.13125	7835.32	7921.00	7921.00	True
LW65	4.50	0.13306	0.13306	7835.32	7925.60	7925.60	True
LW65	4.67	0.14028	0.14028	7835.32	7944.00	7944.00	True
LW65	4.83	0.14628	0.14628	7835.32	7959.27	7959.27	True
LW65	5.00	0.16054	0.16054	7835.32	7995.60	7995.60	True
LW65	5.17	0.18348	0.18348	7835.32	8054.00	8054.00	True
LW65	5.33	0.21556	0.21556	7835.32	8135.70	8135.70	True
LW65	5.50	0.24867	0.24867	7835.32	8220.00	8220.00	True
LW65	5.67	0.28173	0.28173	7835.32	8304.20	8304.20	True
LW65	5.83	0.30564	0.30564	7835.32	8365.09	8365.09	True
LW65	6.00	0.31503	0.31503	7835.32	8389.00	8389.00	True
LW65	6.17	0.31864	0.31864	7835.32	8398.20	8398.20	True
LW65	6.33	0.32689	0.32689	7835.32	8419.20	8419.20	True
LW65	6.50	0.33620	0.33620	7835.32	8442.90	8442.90	True
LW65	6.67	0.34723	0.34723	7835.32	8471.00	8471.00	True
LW65	6.83	0.35769	0.35769	7835.32	8497.64	8497.64	True
LW65	7.00	0.36852	0.36852	7835.32	8525.20	8525.20	True
LW65	7.17	0.37700	0.37700	7835.32	8546.80	8546.80	True
LW65	7.33	0.38525	0.38525	7835.32	8567.80	8567.80	True
LW65	7.50	0.39451	0.39451	7835.32	8591.40	8591.40	True
LW65	7.67	0.39919	0.39919	7835.32	8603.30	8603.30	True
LW65	7.83	0.40403	0.40403	7835.32	8615.64	8615.64	True
LW65	8.00	0.40641	0.40641	7835.32	8621.70	8621.70	True
LW65	8.17	0.40731	0.40731	7835.32	8624.00	8624.00	True
LW65	8.33	0.41203	0.41203	7835.32	8636.00	8636.00	True
LW65	8.50	0.41391	0.41391	7835.32	8640.80	8640.80	True
LW65	8.67	0.41674	0.41674	7835.32	8648.00	8648.00	True
LW65	8.83	0.41674	0.41674	7835.32	8648.00	8648.00	True
LW65	9.00	0.41674	0.41674	7835.32	8648.00	8648.00	True
LW65	9.17	0.41674	0.41674	7835.32	8648.00	8648.00	True
LW65	9.33	0.42145	0.42145	7835.32	8660.00	8660.00	True
LW65	9.50	0.42145	0.42145	7835.32	8660.00	8660.00	True
LW65	9.67	0.41957	0.41957	7835.32	8655.20	8655.20	True
LW65	9.83	0.41845	0.41845	7835.32	8652.36	8652.36	True
LW65	10.00	0.41768	0.41768	7835.32	8650.40	8650.40	True
LW65	10.17	0.42145	0.42145	7835.32	8660.00	8660.00	True
LW65	10.33	0.42522	0.42522	7835.32	8669.60	8669.60	True
LW65	10.50	0.42428	0.42428	7835.32	8667.20	8667.20	True
LW65	10.67	0.42616	0.42616	7835.32	8672.00	8672.00	True
LW65	10.83	0.42616	0.42616	7835.32	8672.00	8672.00	True
LW65	11.00	0.42616	0.42616	7835.32	8672.00	8672.00	True
LW65	11.17	0.42616	0.42616	7835.32	8672.00	8672.00	True
LW65	11.33	0.42522	0.42522	7835.32	8669.60	8669.60	True
LW65	11.50	0.42522	0.42522	7835.32	8669.60	8669.60	True
LW65	11.67	0.42616	0.42616	7835.32	8672.00	8672.00	True
LW65	11.83	0.42616	0.42616	7835.32	8672.00	8672.00	True
LW65	12.00	0.42616	0.42616	7835.32	8672.00	8672.00	True
LW65	12.17	0.42616	0.42616	7835.32	8672.00	8672.00	True
LW65	12.33	0.42797	0.42797	7835.32	8676.60	8676.60	True
LW65	12.50	0.42707	0.42707	7835.32	8674.30	8674.30	True
LW65	12.67	0.42616	0.42616	7835.32	8672.00	8672.00	True
LW65	12.83	0.43191	0.43191	7835.32	8686.64	8686.64	True
LW65	13.00	0.43520	0.43520	7835.32	8695.00	8695.00	True
LW65	13.17	0.43520	0.43520	7835.32	8695.00	8695.00	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