2026-03-30 B1.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 B1.xlsx	Well ID	B1
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	8.51946	2.0-42.0 h
LW60	end_norm	0.28259	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.29013	2.0-42.0 h
LW60	max_norm	0.29013	2.0-42.0 h
LW60	min_norm	0.00460	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	0.00610	2.0-42.0 h
LW61	auc_norm	15.11364	2.0-42.0 h
LW61	end_norm	0.45476	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	0.48174	2.0-42.0 h
LW61	max_norm	0.48174	2.0-42.0 h
LW61	min_norm	0.00788	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	0.00987	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	0.05602	2.0-42.0 h
LW62	pct_missing_norm	1.00000	2.0-42.0 h
LW62	pct_saturated_rows	0.00000	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	0.19129	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.04398	2.0-42.0 h
LW63	slope_norm		2.0-42.0 h
LW64	auc_norm	-1.47016	2.0-42.0 h
LW64	end_norm	0.02011	2.0-42.0 h
LW64	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW64	max_abs_norm	0.08485	2.0-42.0 h
LW64	max_norm	0.02011	2.0-42.0 h
LW64	min_norm	-0.08485	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	0.00073	2.0-42.0 h
LW65	auc_norm	7.61627	2.0-42.0 h
LW65	end_norm	0.24124	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.24634	2.0-42.0 h
LW65	max_norm	0.24634	2.0-42.0 h
LW65	min_norm	0.00820	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	0.00456	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	7198.89455	184.83745	Ready
LW65	3	8817.85758	113.88342	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	5231.72–48539.60 Ω
LW65	5 1 1 1 sample dash pattern	0.00–69.00 h	5231.72–48539.60 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–69.00 h	5231.72–48539.60 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–69.00 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	0.00–69.00 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	-0.36130	-0.36130	7639.07	6182.00	6182.00	True
LW60	0.17	-0.16422	-0.16422	7639.07	6736.70	6736.70	True
LW60	0.33	-0.09202	-0.09202	7639.07	6939.90	6939.90	True
LW60	0.50	-0.03414	-0.03414	7639.07	7102.80	7102.80	True
LW60	0.67	0.00672	0.00672	7639.07	7217.80	7217.80	True
LW60	0.83	0.04490	0.04490	7639.07	7325.27	7325.27	True
LW60	1.00	0.07454	0.07454	7639.07	7408.70	7408.70	True
LW60	1.17	0.10478	0.10478	7639.07	7493.80	7493.80	True
LW60	1.33	0.11963	0.11963	7639.07	7535.60	7535.60	True
LW60	1.50	0.13537	0.13537	7639.07	7579.90	7579.90	True
LW60	1.67	0.15090	0.15090	7639.07	7623.60	7623.60	True
LW60	1.83	0.16189	0.16189	7639.07	7654.55	7654.55	True
LW60	2.00	0.16888	0.16888	7639.07	7674.20	7674.20	True
LW60	2.17	0.18231	0.18231	7639.07	7712.00	7712.00	True
LW60	2.33	0.18803	0.18803	7639.07	7728.10	7728.10	True
LW60	2.50	0.19293	0.19293	7639.07	7741.90	7741.90	True
LW60	2.67	0.19620	0.19620	7639.07	7751.10	7751.10	True
LW60	2.83	0.19865	0.19865	7639.07	7758.00	7758.00	True
LW60	3.00	0.19947	0.19947	7639.07	7760.30	7760.30	True
LW60	3.17	0.20274	0.20274	7639.07	7769.50	7769.50	True
LW60	3.33	0.20682	0.20682	7639.07	7781.00	7781.00	True
LW60	3.50	0.21194	0.21194	7639.07	7795.40	7795.40	True
LW60	3.67	0.21698	0.21698	7639.07	7809.60	7809.60	True
LW60	3.83	0.22204	0.22204	7639.07	7823.82	7823.82	True
LW60	4.00	0.23088	0.23088	7639.07	7848.70	7848.70	True
LW60	4.17	0.24072	0.24072	7639.07	7876.40	7876.40	True
LW60	4.33	0.24918	0.24918	7639.07	7900.20	7900.20	True
LW60	4.50	0.25983	0.25983	7639.07	7930.20	7930.20	True
LW60	4.67	0.27152	0.27152	7639.07	7963.10	7963.10	True
LW60	4.83	0.28367	0.28367	7639.07	7997.27	7997.27	True
LW60	5.00	0.30304	0.30304	7639.07	8051.80	8051.80	True
LW60	5.17	0.31960	0.31960	7639.07	8098.40	8098.40	True
LW60	5.33	0.33363	0.33363	7639.07	8137.90	8137.90	True
LW60	5.50	0.34866	0.34866	7639.07	8180.20	8180.20	True
LW60	5.67	0.36451	0.36451	7639.07	8224.80	8224.80	True
LW60	5.83	0.37724	0.37724	7639.07	8260.64	8260.64	True
LW60	6.00	0.38519	0.38519	7639.07	8283.00	8283.00	True
LW60	6.17	0.38689	0.38689	7639.07	8287.80	8287.80	True
LW60	6.33	0.38774	0.38774	7639.07	8290.20	8290.20	True
LW60	6.50	0.38433	0.38433	7639.07	8280.60	8280.60	True
LW60	6.67	0.38263	0.38263	7639.07	8275.80	8275.80	True
LW60	6.83	0.38480	0.38480	7639.07	8281.91	8281.91	True
LW60	7.00	0.38945	0.38945	7639.07	8295.00	8295.00	True
LW60	7.17	0.39027	0.39027	7639.07	8297.30	8297.30	True
LW60	7.33	0.38945	0.38945	7639.07	8295.00	8295.00	True
LW60	7.50	0.39680	0.39680	7639.07	8315.70	8315.70	True
LW60	7.67	0.39680	0.39680	7639.07	8315.70	8315.70	True
LW60	7.83	0.40227	0.40227	7639.07	8331.09	8331.09	True
LW60	8.00	0.41023	0.41023	7639.07	8353.50	8353.50	True
LW60	8.17	0.41855	0.41855	7639.07	8376.90	8376.90	True
LW60	8.33	0.43102	0.43102	7639.07	8412.00	8412.00	True
LW60	8.50	0.44445	0.44445	7639.07	8449.80	8449.80	True
LW60	8.67	0.45625	0.45625	7639.07	8483.00	8483.00	True
LW60	8.83	0.46988	0.46988	7639.07	8521.36	8521.36	True
LW60	9.00	0.49053	0.49053	7639.07	8579.50	8579.50	True
LW60	9.17	0.50730	0.50730	7639.07	8626.70	8626.70	True
LW60	9.33	0.52169	0.52169	7639.07	8667.20	8667.20	True
LW60	9.50	0.53161	0.53161	7639.07	8695.10	8695.10	True
LW60	9.67	0.54500	0.54500	7639.07	8732.80	8732.80	True
LW60	9.83	0.55602	0.55602	7639.07	8763.82	8763.82	True
LW60	10.00	0.56614	0.56614	7639.07	8792.30	8792.30	True
LW60	10.17	0.57350	0.57350	7639.07	8813.00	8813.00	True
LW60	10.33	0.58629	0.58629	7639.07	8849.00	8849.00	True
LW60	10.50	0.59311	0.59311	7639.07	8868.20	8868.20	True
LW60	10.67	0.59815	0.59815	7639.07	8882.40	8882.40	True
LW60	10.83	0.60957	0.60957	7639.07	8914.55	8914.55	True
LW60	11.00	0.61407	0.61407	7639.07	8927.20	8927.20	True
LW60	11.17	0.61322	0.61322	7639.07	8924.80	8924.80	True
LW60	11.33	0.62668	0.62668	7639.07	8962.70	8962.70	True
LW60	11.50	0.63248	0.63248	7639.07	8979.00	8979.00	True
LW60	11.67	0.63635	0.63635	7639.07	8989.91	8989.91	True
LW60	11.83	0.64271	0.64271	7639.07	9007.80	9007.80	True
LW60	12.00	0.65124	0.65124	7639.07	9031.80	9031.80	True
LW60	12.17	0.65806	0.65806	7639.07	9051.00	9051.00	True
LW60	12.33	0.66488	0.66488	7639.07	9070.20	9070.20	True
LW60	12.50	0.66818	0.66818	7639.07	9079.50	9079.50	True
LW60	12.67	0.67178	0.67178	7639.07	9089.64	9089.64	True
LW60	12.83	0.67476	0.67476	7639.07	9098.00	9098.00	True
LW60	13.00	0.68158	0.68158	7639.07	9117.20	9117.20	True
LW60	13.17	0.68073	0.68073	7639.07	9114.80	9114.80	True
LW65	0.00			9220.62	6990.09		True
LW65	0.17			9220.62	7960.80		True
LW65	0.33			9220.62	8313.80		True
LW65	0.50			9220.62	8541.80		True
LW65	0.67	-0.04334	-0.04334	9220.62	8700.00	8700.00	True
LW65	0.83	0.00309	0.00309	9220.62	8826.27	8826.27	True
LW65	1.00	0.04025	0.04025	9220.62	8927.30	8927.30	True
LW65	1.17	0.07338	0.07338	9220.62	9017.40	9017.40	True
LW65	1.33	0.09707	0.09707	9220.62	9081.80	9081.80	True
LW65	1.50	0.11980	0.11980	9220.62	9143.60	9143.60	True
LW65	1.67	0.13822	0.13822	9220.62	9193.70	9193.70	True
LW65	1.83	0.15802	0.15802	9220.62	9247.55	9247.55	True
LW65	2.00	0.17592	0.17592	9220.62	9296.20	9296.20	True
LW65	2.17	0.19269	0.19269	9220.62	9341.80	9341.80	True
LW65	2.33	0.20328	0.20328	9220.62	9370.60	9370.60	True
LW65	2.50	0.21210	0.21210	9220.62	9394.60	9394.60	True
LW65	2.67	0.21917	0.21917	9220.62	9413.80	9413.80	True
LW65	2.83	0.22783	0.22783	9220.62	9437.36	9437.36	True
LW65	3.00	0.23594	0.23594	9220.62	9459.40	9459.40	True
LW65	3.17	0.24300	0.24300	9220.62	9478.60	9478.60	True
LW65	3.33	0.25359	0.25359	9220.62	9507.40	9507.40	True
LW65	3.50	0.26065	0.26065	9220.62	9526.60	9526.60	True
LW65	3.67	0.26948	0.26948	9220.62	9550.60	9550.60	True
LW65	3.83	0.28239	0.28239	9220.62	9585.73	9585.73	True
LW65	4.00	0.29595	0.29595	9220.62	9622.60	9622.60	True
LW65	4.17	0.31361	0.31361	9220.62	9670.60	9670.60	True
LW65	4.33	0.32685	0.32685	9220.62	9706.60	9706.60	True
LW65	4.50	0.34185	0.34185	9220.62	9747.40	9747.40	True
LW65	4.67	0.35950	0.35950	9220.62	9795.40	9795.40	True
LW65	4.83	0.38279	0.38279	9220.62	9858.73	9858.73	True
LW65	5.00	0.40930	0.40930	9220.62	9930.80	9930.80	True
LW65	5.17	0.43776	0.43776	9220.62	10008.20	10008.20	True
LW65	5.33	0.46262	0.46262	9220.62	10075.80	10075.80	True
LW65	5.50	0.48502	0.48502	9220.62	10136.70	10136.70	True
LW65	5.67	0.50451	0.50451	9220.62	10189.70	10189.70	True
LW65	5.83	0.52458	0.52458	9220.62	10244.27	10244.27	True
LW65	6.00	0.53574	0.53574	9220.62	10274.60	10274.60	True
LW65	6.17	0.54030	0.54030	9220.62	10287.00	10287.00	True
LW65	6.33	0.54578	0.54578	9220.62	10301.90	10301.90	True
LW65	6.50	0.54489	0.54489	9220.62	10299.50	10299.50	True
LW65	6.67	0.54489	0.54489	9220.62	10299.50	10299.50	True
LW65	6.83	0.54742	0.54742	9220.62	10306.36	10306.36	True
LW65	7.00	0.54934	0.54934	9220.62	10311.60	10311.60	True
LW65	7.17	0.55287	0.55287	9220.62	10321.20	10321.20	True
LW65	7.33	0.55111	0.55111	9220.62	10316.40	10316.40	True
LW65	7.50	0.55464	0.55464	9220.62	10326.00	10326.00	True
LW65	7.67	0.55552	0.55552	9220.62	10328.40	10328.40	True
LW65	7.83	0.55865	0.55865	9220.62	10336.91	10336.91	True
LW65	8.00	0.56530	0.56530	9220.62	10355.00	10355.00	True
LW65	8.17	0.56438	0.56438	9220.62	10352.50	10352.50	True
LW65	8.33	0.57174	0.57174	9220.62	10372.50	10372.50	True
LW65	8.50	0.58071	0.58071	9220.62	10396.90	10396.90	True
LW65	8.67	0.58700	0.58700	9220.62	10414.00	10414.00	True
LW65	8.83	0.59065	0.59065	9220.62	10423.91	10423.91	True
LW65	9.00	0.59774	0.59774	9220.62	10443.20	10443.20	True
LW65	9.17	0.60392	0.60392	9220.62	10460.00	10460.00	True
LW65	9.33	0.61293	0.61293	9220.62	10484.50	10484.50	True
LW65	9.50	0.61661	0.61661	9220.62	10494.50	10494.50	True
LW65	9.67	0.62459	0.62459	9220.62	10516.20	10516.20	True
LW65	9.83	0.62886	0.62886	9220.62	10527.82	10527.82	True
LW65	10.00	0.63555	0.63555	9220.62	10546.00	10546.00	True
LW65	10.17	0.63819	0.63819	9220.62	10553.20	10553.20	True
LW65	10.33	0.64621	0.64621	9220.62	10575.00	10575.00	True
LW65	10.50	0.65173	0.65173	9220.62	10590.00	10590.00	True
LW65	10.67	0.65353	0.65353	9220.62	10594.90	10594.90	True
LW65	10.83	0.66239	0.66239	9220.62	10619.00	10619.00	True
LW65	11.00	0.66504	0.66504	9220.62	10626.20	10626.20	True
LW65	11.17	0.66416	0.66416	9220.62	10623.80	10623.80	True
LW65	11.33	0.67129	0.67129	9220.62	10643.20	10643.20	True
LW65	11.50	0.67949	0.67949	9220.62	10665.50	10665.50	True
LW65	11.67	0.67874	0.67874	9220.62	10663.45	10663.45	True
LW65	11.83	0.68130	0.68130	9220.62	10670.40	10670.40	True
LW65	12.00	0.69016	0.69016	9220.62	10694.50	10694.50	True
LW65	12.17	0.69660	0.69660	9220.62	10712.00	10712.00	True
LW65	12.33	0.69843	0.69843	9220.62	10717.00	10717.00	True
LW65	12.50	0.70373	0.70373	9220.62	10731.40	10731.40	True
LW65	12.67	0.70726	0.70726	9220.62	10741.00	10741.00	True
LW65	12.83	0.71094	0.71094	9220.62	10751.00	10751.00	True
LW65	13.00	0.71737	0.71737	9220.62	10768.50	10768.50	True
LW65	13.17	0.71829	0.71829	9220.62	10771.00	10771.00	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