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 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	2026-03-25 inc5	Run date	2026-03-25
Media	LB	Incubator	inc5
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	12.31740	2.0-42.0 h
LW60	end_norm	0.44569	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.44569	2.0-42.0 h
LW60	max_norm	0.44569	2.0-42.0 h
LW60	min_norm	-0.00404	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	0.01229	2.0-42.0 h
LW61	auc_norm	65.09056	2.0-42.0 h
LW61	end_norm	2.37173	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	2.37173	2.0-42.0 h
LW61	max_norm	2.37173	2.0-42.0 h
LW61	min_norm	0.07764	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	0.04590	2.0-42.0 h
LW62	auc_norm	-13.89530	2.0-42.0 h
LW62	end_norm	-0.42973	2.0-42.0 h
LW62	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW62	max_abs_norm	0.45139	2.0-42.0 h
LW62	max_norm	-0.00225	2.0-42.0 h
LW62	min_norm	-0.45139	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	-0.01039	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	0.16680	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.11411	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	0.32867	2.0-42.0 h
LW64	slope_norm		2.0-42.0 h
LW65	auc_norm	2.77646	2.0-42.0 h
LW65	end_norm	0.10382	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.10382	2.0-42.0 h
LW65	max_norm	0.10382	2.0-42.0 h
LW65	min_norm	-0.01409	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	0.00315	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 4 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	14088.92545	143.11699	Ready
LW65	5	6755.66364	103.04075	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	5184.41–20672.50 Ω
LW65	5 1 1 1 sample dash pattern	0.00–46.33 h	5184.41–20672.50 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–46.33 h	5184.41–20672.50 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–46.33 h	5184.41–20672.50 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	-0.26815	-0.26815	14254.83	12323.55	12323.55	True
LW60	0.17	-0.07278	-0.07278	14254.83	13609.80	13609.80	True
LW60	0.33	-0.03295	-0.03295	14254.83	13872.00	13872.00	True
LW60	0.50	-0.00939	-0.00939	14254.83	14027.10	14027.10	True
LW60	0.67	0.00557	0.00557	14254.83	14125.60	14125.60	True
LW60	0.83	0.01622	0.01622	14254.83	14195.73	14195.73	True
LW60	1.00	0.02055	0.02055	14254.83	14224.20	14224.20	True
LW60	1.17	0.02318	0.02318	14254.83	14241.50	14241.50	True
LW60	1.33	0.02451	0.02451	14254.83	14250.30	14250.30	True
LW60	1.50	0.02649	0.02649	14254.83	14263.30	14263.30	True
LW60	1.67	0.02650	0.02650	14254.83	14263.40	14263.40	True
LW60	1.83	0.02391	0.02391	14254.83	14246.36	14246.36	True
LW60	2.00	0.02239	0.02239	14254.83	14236.30	14236.30	True
LW60	2.17	0.02313	0.02313	14254.83	14241.20	14241.20	True
LW60	2.33	0.02199	0.02199	14254.83	14233.70	14233.70	True
LW60	2.50	0.02111	0.02111	14254.83	14227.90	14227.90	True
LW60	2.67	0.01910	0.01910	14254.83	14214.70	14214.70	True
LW60	2.83	0.02112	0.02112	14254.83	14228.00	14228.00	True
LW60	3.00	0.02085	0.02085	14254.83	14226.20	14226.20	True
LW60	3.17	0.01939	0.01939	14254.83	14216.60	14216.60	True
LW60	3.33	0.01874	0.01874	14254.83	14212.30	14212.30	True
LW60	3.50	0.01877	0.01877	14254.83	14212.50	14212.50	True
LW60	3.67	0.01730	0.01730	14254.83	14202.80	14202.80	True
LW60	3.83	0.01694	0.01694	14254.83	14200.45	14200.45	True
LW60	4.00	0.01824	0.01824	14254.83	14209.00	14209.00	True
LW60	4.17	0.01645	0.01645	14254.83	14197.20	14197.20	True
LW60	4.33	0.01719	0.01719	14254.83	14202.10	14202.10	True
LW60	4.50	0.01828	0.01828	14254.83	14209.30	14209.30	True
LW60	4.67	0.01862	0.01862	14254.83	14211.50	14211.50	True
LW60	4.83	0.02121	0.02121	14254.83	14228.55	14228.55	True
LW60	5.00	0.02357	0.02357	14254.83	14244.10	14244.10	True
LW60	5.17	0.02940	0.02940	14254.83	14282.50	14282.50	True
LW60	5.33	0.03452	0.03452	14254.83	14316.20	14316.20	True
LW60	5.50	0.03906	0.03906	14254.83	14346.10	14346.10	True
LW60	5.67	0.03884	0.03884	14254.83	14344.60	14344.60	True
LW60	5.83	0.03931	0.03931	14254.83	14347.73	14347.73	True
LW60	6.00	0.03707	0.03707	14254.83	14333.00	14333.00	True
LW60	6.17	0.03271	0.03271	14254.83	14304.30	14304.30	True
LW60	6.33	0.02831	0.02831	14254.83	14275.30	14275.30	True
LW60	6.50	0.02676	0.02676	14254.83	14265.10	14265.10	True
LW60	6.67	0.02687	0.02687	14254.83	14265.80	14265.80	True
LW60	6.83	0.02723	0.02723	14254.83	14268.18	14268.18	True
LW60	7.00	0.03109	0.03109	14254.83	14293.60	14293.60	True
LW60	7.17	0.03086	0.03086	14254.83	14292.10	14292.10	True
LW60	7.33	0.03756	0.03756	14254.83	14336.20	14336.20	True
LW60	7.50	0.04216	0.04216	14254.83	14366.50	14366.50	True
LW60	7.67	0.05039	0.05039	14254.83	14420.70	14420.70	True
LW60	7.83	0.05924	0.05924	14254.83	14478.91	14478.91	True
LW60	8.00	0.07215	0.07215	14254.83	14563.90	14563.90	True
LW60	8.17	0.08636	0.08636	14254.83	14657.50	14657.50	True
LW60	8.33	0.09906	0.09906	14254.83	14741.10	14741.10	True
LW60	8.50	0.11671	0.11671	14254.83	14857.30	14857.30	True
LW60	8.67	0.13603	0.13603	14254.83	14984.50	14984.50	True
LW60	8.83	0.15928	0.15928	14254.83	15137.55	15137.55	True
LW60	9.00	0.18518	0.18518	14254.83	15308.10	15308.10	True
LW60	9.17	0.20807	0.20807	14254.83	15458.80	15458.80	True
LW60	9.33	0.23040	0.23040	14254.83	15605.80	15605.80	True
LW60	9.50	0.25395	0.25395	14254.83	15760.80	15760.80	True
LW60	9.67	0.27714	0.27714	14254.83	15913.50	15913.50	True
LW60	9.83	0.30454	0.30454	14254.83	16093.91	16093.91	True
LW60	10.00	0.33284	0.33284	14254.83	16280.20	16280.20	True
LW60	10.17	0.36261	0.36261	14254.83	16476.20	16476.20	True
LW60	10.33	0.39314	0.39314	14254.83	16677.20	16677.20	True
LW60	10.50	0.42284	0.42284	14254.83	16872.70	16872.70	True
LW60	10.67	0.44272	0.44272	14254.83	17003.60	17003.60	True
LW60	10.83	0.45706	0.45706	14254.83	17098.00	17098.00	True
LW60	11.00	0.46669	0.46669	14254.83	17161.40	17161.40	True
LW60	11.17	0.47500	0.47500	14254.83	17216.10	17216.10	True
LW60	11.33	0.48467	0.48467	14254.83	17279.80	17279.80	True
LW60	11.50	0.49515	0.49515	14254.83	17348.80	17348.80	True
LW60	11.67	0.50307	0.50307	14254.83	17400.90	17400.90	True
LW60	11.83	0.51304	0.51304	14254.83	17466.55	17466.55	True
LW60	12.00	0.52340	0.52340	14254.83	17534.80	17534.80	True
LW60	12.17	0.53101	0.53101	14254.83	17584.90	17584.90	True
LW60	12.33	0.54153	0.54153	14254.83	17654.10	17654.10	True
LW60	12.50	0.55002	0.55002	14254.83	17710.00	17710.00	True
LW60	12.67	0.55744	0.55744	14254.83	17758.90	17758.90	True
LW60	12.83	0.56794	0.56794	14254.83	17828.00	17828.00	True
LW60	13.00	0.57429	0.57429	14254.83	17869.80	17869.80	True
LW60	13.17	0.58412	0.58412	14254.83	17934.50	17934.50	True
LW65	0.00	-0.87019	-0.87019	6884.47	5751.45	6019.80	True
LW65	0.17	-0.46529	-0.46529	6884.47	6362.20	6362.20	True
LW65	0.33	-0.18751	-0.18751	6884.47	6597.10	6597.10	True
LW65	0.50	-0.04809	-0.04809	6884.47	6715.00	6715.00	True
LW65	0.67	0.03516	0.03516	6884.47	6785.40	6785.40	True
LW65	0.83	0.08296	0.08296	6884.47	6825.82	6825.82	True
LW65	1.00	0.11747	0.11747	6884.47	6855.00	6855.00	True
LW65	1.17	0.14266	0.14266	6884.47	6876.30	6876.30	True
LW65	1.33	0.14597	0.14597	6884.47	6879.10	6879.10	True
LW65	1.50	0.15271	0.15271	6884.47	6884.80	6884.80	True
LW65	1.67	0.14999	0.14999	6884.47	6882.50	6882.50	True
LW65	1.83	0.15252	0.15252	6884.47	6884.64	6884.64	True
LW65	2.00	0.15212	0.15212	6884.47	6884.30	6884.30	True
LW65	2.17	0.15200	0.15200	6884.47	6884.20	6884.20	True
LW65	2.33	0.15094	0.15094	6884.47	6883.30	6883.30	True
LW65	2.50	0.13828	0.13828	6884.47	6872.60	6872.60	True
LW65	2.67	0.13698	0.13698	6884.47	6871.50	6871.50	True
LW65	2.83	0.13564	0.13564	6884.47	6870.36	6870.36	True
LW65	3.00	0.13060	0.13060	6884.47	6866.10	6866.10	True
LW65	3.17	0.13402	0.13402	6884.47	6869.00	6869.00	True
LW65	3.33	0.12598	0.12598	6884.47	6862.20	6862.20	True
LW65	3.50	0.12078	0.12078	6884.47	6857.80	6857.80	True
LW65	3.67	0.11167	0.11167	6884.47	6850.10	6850.10	True
LW65	3.83	0.10640	0.10640	6884.47	6845.64	6845.64	True
LW65	4.00	0.10257	0.10257	6884.47	6842.40	6842.40	True
LW65	4.17	0.09796	0.09796	6884.47	6838.50	6838.50	True
LW65	4.33	0.09772	0.09772	6884.47	6838.30	6838.30	True
LW65	4.50	0.08649	0.08649	6884.47	6828.80	6828.80	True
LW65	4.67	0.09335	0.09335	6884.47	6834.60	6834.60	True
LW65	4.83	0.08167	0.08167	6884.47	6824.73	6824.73	True
LW65	5.00	0.08306	0.08306	6884.47	6825.90	6825.90	True
LW65	5.17	0.07596	0.07596	6884.47	6819.90	6819.90	True
LW65	5.33	0.09760	0.09760	6884.47	6838.20	6838.20	True
LW65	5.50	0.09275	0.09275	6884.47	6834.10	6834.10	True
LW65	5.67	0.08661	0.08661	6884.47	6828.90	6828.90	True
LW65	5.83	0.08092	0.08092	6884.47	6824.09	6824.09	True
LW65	6.00	0.07100	0.07100	6884.47	6815.70	6815.70	True
LW65	6.17	0.06295	0.06295	6884.47	6808.90	6808.90	True
LW65	6.33	0.04628	0.04628	6884.47	6794.80	6794.80	True
LW65	6.50	0.04664	0.04664	6884.47	6795.10	6795.10	True
LW65	6.67	0.04569	0.04569	6884.47	6794.30	6794.30	True
LW65	6.83	0.04297	0.04297	6884.47	6792.00	6792.00	True
LW65	7.00	0.04652	0.04652	6884.47	6795.00	6795.00	True
LW65	7.17	0.03765	0.03765	6884.47	6787.50	6787.50	True
LW65	7.33	0.04533	0.04533	6884.47	6794.00	6794.00	True
LW65	7.50	0.04332	0.04332	6884.47	6792.30	6792.30	True
LW65	7.67	0.04581	0.04581	6884.47	6794.40	6794.40	True
LW65	7.83	0.04867	0.04867	6884.47	6796.82	6796.82	True
LW65	8.00	0.06437	0.06437	6884.47	6810.10	6810.10	True
LW65	8.17	0.06260	0.06260	6884.47	6808.60	6808.60	True
LW65	8.33	0.06461	0.06461	6884.47	6810.30	6810.30	True
LW65	8.50	0.08791	0.08791	6884.47	6830.00	6830.00	True
LW65	8.67	0.10186	0.10186	6884.47	6841.80	6841.80	True
LW65	8.83	0.11371	0.11371	6884.47	6851.82	6851.82	True
LW65	9.00	0.13970	0.13970	6884.47	6873.80	6873.80	True
LW65	9.17	0.15377	0.15377	6884.47	6885.70	6885.70	True
LW65	9.33	0.17175	0.17175	6884.47	6900.90	6900.90	True
LW65	9.50	0.19445	0.19445	6884.47	6920.10	6920.10	True
LW65	9.67	0.21668	0.21668	6884.47	6938.90	6938.90	True
LW65	9.83	0.24400	0.24400	6884.47	6962.00	6962.00	True
LW65	10.00	0.26588	0.26588	6884.47	6980.50	6980.50	True
LW65	10.17	0.29769	0.29769	6884.47	7007.40	7007.40	True
LW65	10.33	0.32737	0.32737	6884.47	7032.50	7032.50	True
LW65	10.50	0.35776	0.35776	6884.47	7058.20	7058.20	True
LW65	10.67	0.38070	0.38070	6884.47	7077.60	7077.60	True
LW65	10.83	0.39988	0.39988	6884.47	7093.82	7093.82	True
LW65	11.00	0.41949	0.41949	6884.47	7110.40	7110.40	True
LW65	11.17	0.42469	0.42469	6884.47	7114.80	7114.80	True
LW65	11.33	0.44007	0.44007	6884.47	7127.80	7127.80	True
LW65	11.50	0.45343	0.45343	6884.47	7139.10	7139.10	True
LW65	11.67	0.46998	0.46998	6884.47	7153.10	7153.10	True
LW65	11.83	0.47911	0.47911	6884.47	7160.82	7160.82	True
LW65	12.00	0.48784	0.48784	6884.47	7168.20	7168.20	True
LW65	12.17	0.50747	0.50747	6884.47	7184.80	7184.80	True
LW65	12.33	0.51433	0.51433	6884.47	7190.60	7190.60	True
LW65	12.50	0.53183	0.53183	6884.47	7205.40	7205.40	True
LW65	12.67	0.52805	0.52805	6884.47	7202.20	7202.20	True
LW65	12.83	0.53716	0.53716	6884.47	7209.91	7209.91	True
LW65	13.00	0.55891	0.55891	6884.47	7228.30	7228.30	True
LW65	13.17	0.57689	0.57689	6884.47	7243.50	7243.50	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