2026-03-30 B2.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: Presumptive acid-fast bacilli
Dataset: LB-v0
Medium: LB
Role: sample

View signal plots View calculation

Dataset: LB-v0 | Medium: LB | Organism: Presumptive acid-fast bacilli | Run: 2026-03-30 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	2026-03-30 inc5	Run date	2026-03-30
Media	LB	Incubator	inc5
Well file	2026-03-30 B2.xlsx	Well ID	B2
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	10.81602	2.0-42.0 h
LW60	end_norm	0.38405	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.38429	2.0-42.0 h
LW60	max_norm	0.38429	2.0-42.0 h
LW60	min_norm	-0.01688	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	0.00998	2.0-42.0 h
LW61	auc_norm		2.0-42.0 h
LW61	end_norm		2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm		2.0-42.0 h
LW61	max_norm		2.0-42.0 h
LW61	min_norm		2.0-42.0 h
LW61	pct_abnormal_rows	0.00000	2.0-42.0 h
LW61	pct_missing_norm	1.00000	2.0-42.0 h
LW61	pct_saturated_rows	1.00000	2.0-42.0 h
LW61	slope_norm		2.0-42.0 h
LW62	auc_norm	-10.62006	2.0-42.0 h
LW62	end_norm	-0.31454	2.0-42.0 h
LW62	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW62	max_abs_norm	0.33818	2.0-42.0 h
LW62	max_norm	0.00196	2.0-42.0 h
LW62	min_norm	-0.33818	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	-0.00674	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	0.10498	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.06805	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	0.19578	2.0-42.0 h
LW64	slope_norm		2.0-42.0 h
LW65	auc_norm	3.26945	2.0-42.0 h
LW65	end_norm	0.10096	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.10638	2.0-42.0 h
LW65	max_norm	0.10638	2.0-42.0 h
LW65	min_norm	0.00254	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	0.00218	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 830 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	39828.15636	655.03193	Ready
LW65	3	6208.90530	50.76252	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	0.00–69.00 h	5231.72–56274.10 Ω
LW65	5 1 1 1 sample dash pattern	0.00–69.00 h	5231.72–56274.10 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–69.00 h	5231.72–56274.10 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–69.00 h	5231.72–56274.10 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	0.00–69.00 h	-1.00000–1.00000 dimensionless
LW65	5 1 1 1 sample dash pattern	0.00–69.00 h	-1.00000–1.00000 dimensionless
LW60 control mean	Control mean dash pattern for LW60	0.00–69.00 h	-1.00000–1.00000 dimensionless
LW65 control mean	Control mean dash pattern for LW65	0.00–69.00 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	-0.27474	-0.27474	40627.56	34304.73	35309.80	True
LW60	0.17	-0.11164	-0.11164	40627.56	37992.10	37992.10	True
LW60	0.33	-0.05877	-0.05877	40627.56	38861.70	38861.70	True
LW60	0.50	-0.01968	-0.01968	40627.56	39504.50	39504.50	True
LW60	0.67	0.00978	0.00978	40627.56	39989.00	39989.00	True
LW60	0.83	0.02925	0.02925	40627.56	40309.18	40309.18	True
LW60	1.00	0.03942	0.03942	40627.56	40476.40	40476.40	True
LW60	1.17	0.04663	0.04663	40627.56	40595.00	40595.00	True
LW60	1.33	0.04783	0.04783	40627.56	40614.80	40614.80	True
LW60	1.50	0.04878	0.04878	40627.56	40630.40	40630.40	True
LW60	1.67	0.05071	0.05071	40627.56	40662.20	40662.20	True
LW60	1.83	0.04844	0.04844	40627.56	40624.73	40624.73	True
LW60	2.00	0.04542	0.04542	40627.56	40575.10	40575.10	True
LW60	2.17	0.04493	0.04493	40627.56	40567.10	40567.10	True
LW60	2.33	0.04134	0.04134	40627.56	40508.10	40508.10	True
LW60	2.50	0.03751	0.03751	40627.56	40445.00	40445.00	True
LW60	2.67	0.03343	0.03343	40627.56	40377.90	40377.90	True
LW60	2.83	0.02860	0.02860	40627.56	40298.45	40298.45	True
LW60	3.00	0.02434	0.02434	40627.56	40228.50	40228.50	True
LW60	3.17	0.02097	0.02097	40627.56	40173.00	40173.00	True
LW60	3.33	0.01789	0.01789	40627.56	40122.30	40122.30	True
LW60	3.50	0.01480	0.01480	40627.56	40071.60	40071.60	True
LW60	3.67	0.01168	0.01168	40627.56	40020.20	40020.20	True
LW60	3.83	0.00905	0.00905	40627.56	39977.00	39977.00	True
LW60	4.00	0.00692	0.00692	40627.56	39941.90	39941.90	True
LW60	4.17	0.00692	0.00692	40627.56	39941.90	39941.90	True
LW60	4.33	0.00763	0.00763	40627.56	39953.60	39953.60	True
LW60	4.50	0.00692	0.00692	40627.56	39941.90	39941.90	True
LW60	4.67	0.00715	0.00715	40627.56	39945.80	39945.80	True
LW60	4.83	0.00797	0.00797	40627.56	39959.27	39959.27	True
LW60	5.00	0.01047	0.01047	40627.56	40000.40	40000.40	True
LW60	5.17	0.01407	0.01407	40627.56	40059.60	40059.60	True
LW60	5.33	0.01907	0.01907	40627.56	40141.80	40141.80	True
LW60	5.50	0.02458	0.02458	40627.56	40232.40	40232.40	True
LW60	5.67	0.03318	0.03318	40627.56	40373.90	40373.90	True
LW60	5.83	0.04756	0.04756	40627.56	40610.36	40610.36	True
LW60	6.00	0.05698	0.05698	40627.56	40765.30	40765.30	True
LW60	6.17	0.06013	0.06013	40627.56	40817.00	40817.00	True
LW60	6.33	0.05988	0.05988	40627.56	40813.00	40813.00	True
LW60	6.50	0.05867	0.05867	40627.56	40793.00	40793.00	True
LW60	6.67	0.05506	0.05506	40627.56	40733.70	40733.70	True
LW60	6.83	0.05415	0.05415	40627.56	40718.73	40718.73	True
LW60	7.00	0.05411	0.05411	40627.56	40718.00	40718.00	True
LW60	7.17	0.05289	0.05289	40627.56	40698.00	40698.00	True
LW60	7.33	0.05362	0.05362	40627.56	40710.00	40710.00	True
LW60	7.50	0.05964	0.05964	40627.56	40809.00	40809.00	True
LW60	7.67	0.06735	0.06735	40627.56	40935.80	40935.80	True
LW60	7.83	0.07939	0.07939	40627.56	41133.82	41133.82	True
LW60	8.00	0.09740	0.09740	40627.56	41430.00	41430.00	True
LW60	8.17	0.11912	0.11912	40627.56	41787.20	41787.20	True
LW60	8.33	0.14414	0.14414	40627.56	42198.60	42198.60	True
LW60	8.50	0.17325	0.17325	40627.56	42677.40	42677.40	True
LW60	8.67	0.20580	0.20580	40627.56	43212.80	43212.80	True
LW60	8.83	0.24757	0.24757	40627.56	43899.64	43899.64	True
LW60	9.00	0.29069	0.29069	40627.56	44608.80	44608.80	True
LW60	9.17	0.32976	0.32976	40627.56	45251.40	45251.40	True
LW60	9.33	0.36585	0.36585	40627.56	45844.90	45844.90	True
LW60	9.50	0.39958	0.39958	40627.56	46399.70	46399.70	True
LW60	9.67	0.43097	0.43097	40627.56	46915.90	46915.90	True
LW60	9.83	0.46193	0.46193	40627.56	47425.09	47425.09	True
LW60	10.00	0.48749	0.48749	40627.56	47845.40	47845.40	True
LW60	10.17	0.51014	0.51014	40627.56	48217.90	48217.90	True
LW60	10.33	0.52943	0.52943	40627.56	48535.10	48535.10	True
LW60	10.50	0.54583	0.54583	40627.56	48804.80	48804.80	True
LW60	10.67	0.56038	0.56038	40627.56	49044.10	49044.10	True
LW60	10.83	0.57778	0.57778	40627.56	49330.27	49330.27	True
LW60	11.00	0.59264	0.59264	40627.56	49574.70	49574.70	True
LW60	11.17	0.60464	0.60464	40627.56	49772.00	49772.00	True
LW60	11.33	0.61668	0.61668	40627.56	49970.00	49970.00	True
LW60	11.50	0.63063	0.63063	40627.56	50199.50	50199.50	True
LW60	11.67	0.64380	0.64380	40627.56	50416.10	50416.10	True
LW60	11.83	0.65360	0.65360	40627.56	50577.27	50577.27	True
LW60	12.00	0.66284	0.66284	40627.56	50729.20	50729.20	True
LW60	12.17	0.67169	0.67169	40627.56	50874.80	50874.80	True
LW60	12.33	0.68139	0.68139	40627.56	51034.20	51034.20	True
LW60	12.50	0.68971	0.68971	40627.56	51171.10	51171.10	True
LW60	12.67	0.70096	0.70096	40627.56	51356.09	51356.09	True
LW60	12.83	0.71146	0.71146	40627.56	51528.80	51528.80	True
LW60	13.00	0.71789	0.71789	40627.56	51634.60	51634.60	True
LW60	13.17	0.72740	0.72740	40627.56	51791.00	51791.00	True
LW65	0.00			6365.80	5275.73		True
LW65	0.17			6365.80	5765.90		True
LW65	0.33			6365.80	5940.80		True
LW65	0.50			6365.80	6062.30		True
LW65	0.67	-0.06268	-0.06268	6365.80	6147.70	6156.63	True
LW65	0.83	0.00382	0.00382	6365.80	6212.09	6212.09	True
LW65	1.00	0.05886	0.05886	6365.80	6258.00	6258.00	True
LW65	1.17	0.09687	0.09687	6365.80	6289.70	6289.70	True
LW65	1.33	0.12720	0.12720	6365.80	6315.00	6315.00	True
LW65	1.50	0.15357	0.15357	6365.80	6337.00	6337.00	True
LW65	1.67	0.17827	0.17827	6365.80	6357.60	6357.60	True
LW65	1.83	0.19793	0.19793	6365.80	6374.00	6374.00	True
LW65	2.00	0.20752	0.20752	6365.80	6382.00	6382.00	True
LW65	2.17	0.21855	0.21855	6365.80	6391.20	6391.20	True
LW65	2.33	0.23510	0.23510	6365.80	6405.00	6405.00	True
LW65	2.50	0.23234	0.23234	6365.80	6402.70	6402.70	True
LW65	2.67	0.23510	0.23510	6365.80	6405.00	6405.00	True
LW65	2.83	0.23510	0.23510	6365.80	6405.00	6405.00	True
LW65	3.00	0.24061	0.24061	6365.80	6409.60	6409.60	True
LW65	3.17	0.24613	0.24613	6365.80	6414.20	6414.20	True
LW65	3.33	0.24889	0.24889	6365.80	6416.50	6416.50	True
LW65	3.50	0.25440	0.25440	6365.80	6421.10	6421.10	True
LW65	3.67	0.25992	0.25992	6365.80	6425.70	6425.70	True
LW65	3.83	0.25766	0.25766	6365.80	6423.82	6423.82	True
LW65	4.00	0.25992	0.25992	6365.80	6425.70	6425.70	True
LW65	4.17	0.26267	0.26267	6365.80	6428.00	6428.00	True
LW65	4.33	0.26795	0.26795	6365.80	6432.40	6432.40	True
LW65	4.50	0.27850	0.27850	6365.80	6441.20	6441.20	True
LW65	4.67	0.28641	0.28641	6365.80	6447.80	6447.80	True
LW65	4.83	0.28905	0.28905	6365.80	6450.00	6450.00	True
LW65	5.00	0.30008	0.30008	6365.80	6459.20	6459.20	True
LW65	5.17	0.31111	0.31111	6365.80	6468.40	6468.40	True
LW65	5.33	0.32490	0.32490	6365.80	6479.90	6479.90	True
LW65	5.50	0.34420	0.34420	6365.80	6496.00	6496.00	True
LW65	5.67	0.36266	0.36266	6365.80	6511.40	6511.40	True
LW65	5.83	0.40316	0.40316	6365.80	6545.18	6545.18	True
LW65	6.00	0.43951	0.43951	6365.80	6575.50	6575.50	True
LW65	6.17	0.45330	0.45330	6365.80	6587.00	6587.00	True
LW65	6.33	0.45330	0.45330	6365.80	6587.00	6587.00	True
LW65	6.50	0.45594	0.45594	6365.80	6589.20	6589.20	True
LW65	6.67	0.45330	0.45330	6365.80	6587.00	6587.00	True
LW65	6.83	0.45330	0.45330	6365.80	6587.00	6587.00	True
LW65	7.00	0.45330	0.45330	6365.80	6587.00	6587.00	True
LW65	7.17	0.45330	0.45330	6365.80	6587.00	6587.00	True
LW65	7.33	0.45330	0.45330	6365.80	6587.00	6587.00	True
LW65	7.50	0.45330	0.45330	6365.80	6587.00	6587.00	True
LW65	7.67	0.45330	0.45330	6365.80	6587.00	6587.00	True
LW65	7.83	0.45570	0.45570	6365.80	6589.00	6589.00	True
LW65	8.00	0.47440	0.47440	6365.80	6604.60	6604.60	True
LW65	8.17	0.47968	0.47968	6365.80	6609.00	6609.00	True
LW65	8.33	0.49346	0.49346	6365.80	6620.50	6620.50	True
LW65	8.50	0.50725	0.50725	6365.80	6632.00	6632.00	True
LW65	8.67	0.52380	0.52380	6365.80	6645.80	6645.80	True
LW65	8.83	0.55237	0.55237	6365.80	6669.64	6669.64	True
LW65	9.00	0.57295	0.57295	6365.80	6686.80	6686.80	True
LW65	9.17	0.58878	0.58878	6365.80	6700.00	6700.00	True
LW65	9.33	0.59429	0.59429	6365.80	6704.60	6704.60	True
LW65	9.50	0.61911	0.61911	6365.80	6725.30	6725.30	True
LW65	9.67	0.64117	0.64117	6365.80	6743.70	6743.70	True
LW65	9.83	0.64393	0.64393	6365.80	6746.00	6746.00	True
LW65	10.00	0.65771	0.65771	6365.80	6757.50	6757.50	True
LW65	10.17	0.67678	0.67678	6365.80	6773.40	6773.40	True
LW65	10.33	0.68205	0.68205	6365.80	6777.80	6777.80	True
LW65	10.50	0.69524	0.69524	6365.80	6788.80	6788.80	True
LW65	10.67	0.69524	0.69524	6365.80	6788.80	6788.80	True
LW65	10.83	0.70540	0.70540	6365.80	6797.27	6797.27	True
LW65	11.00	0.71442	0.71442	6365.80	6804.80	6804.80	True
LW65	11.17	0.71442	0.71442	6365.80	6804.80	6804.80	True
LW65	11.33	0.72545	0.72545	6365.80	6814.00	6814.00	True
LW65	11.50	0.74200	0.74200	6365.80	6827.80	6827.80	True
LW65	11.67	0.75303	0.75303	6365.80	6837.00	6837.00	True
LW65	11.83	0.75303	0.75303	6365.80	6837.00	6837.00	True
LW65	12.00	0.75303	0.75303	6365.80	6837.00	6837.00	True
LW65	12.17	0.75578	0.75578	6365.80	6839.30	6839.30	True
LW65	12.33	0.76130	0.76130	6365.80	6843.90	6843.90	True
LW65	12.50	0.77509	0.77509	6365.80	6855.40	6855.40	True
LW65	12.67	0.78060	0.78060	6365.80	6860.00	6860.00	True
LW65	12.83	0.78336	0.78336	6365.80	6862.30	6862.30	True
LW65	13.00	0.79163	0.79163	6365.80	6869.20	6869.20	True
LW65	13.17	0.80266	0.80266	6365.80	6878.40	6878.40	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