2026-04-10 C4.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: FB-v0
Medium: FB
Role: sample

View signal plots View calculation

Dataset: FB-v0 | Medium: FB | Organism: Klebsiella pneumoniae | Run: 2026-04-10 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	2026-04-10 inc5	Run date	2026-04-10
Media	FB	Incubator	inc5
Well file	2026-04-10 C4.xlsx	Well ID	C4
Sample role	sample	Sample status	mapped_sample
Main analysis included	True	Red/pink flag	False
LW65 problem flag	False	Source group	NBF
Strain source	NBF	Preprocessing	fb_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	12.62281	2.0-42.0 h
LW60	end_norm	0.28843	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.44411	2.0-42.0 h
LW60	max_norm	0.44411	2.0-42.0 h
LW60	min_norm	0.00068	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	-0.00011	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	-17.38809	2.0-42.0 h
LW62	end_norm	-0.31388	2.0-42.0 h
LW62	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW62	max_abs_norm	0.87859	2.0-42.0 h
LW62	max_norm	-0.00884	2.0-42.0 h
LW62	min_norm	-0.87859	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	0.01162	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	0.07552	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.00000	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	0.05104	2.0-42.0 h
LW64	slope_norm		2.0-42.0 h
LW65	auc_norm		2.0-42.0 h
LW65	end_norm		2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm		2.0-42.0 h
LW65	max_norm		2.0-42.0 h
LW65	min_norm		2.0-42.0 h
LW65	pct_abnormal_rows	0.05934	2.0-42.0 h
LW65	pct_missing_norm	1.00000	2.0-42.0 h
LW65	pct_saturated_rows	0.00000	2.0-42.0 h
LW65	slope_norm		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 FB-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 514 source points

Control overlay: mean of 5 control samples matched from the same dataset batch. Dashed lines are controls; solid lines are this sample.

Review 1 normalization warning

LW65: No imported baseline-normalized values.

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	15804.70182	6.43962	Ready
LW65	0			No imported baseline-normalized values

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	0.00–44.33 h	6602.04–49923.62 Ω
LW65	5 1 1 1 sample dash pattern	0.00–44.33 h	6602.04–49923.62 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–44.33 h	6602.04–49923.62 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–44.33 h	6602.04–49923.62 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	0.00–44.33 h	-0.89653–1.00000 dimensionless
LW60 control mean	Control mean dash pattern for LW60	0.00–44.33 h	-0.89653–1.00000 dimensionless
LW65 control mean	Control mean dash pattern for LW65	0.00–44.33 h	-0.89653–1.00000 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	0.03862	0.03862	15839.85	16077.73	16077.73	True
LW60	0.17	0.00570	0.00570	15839.85	15845.00	15845.00	True
LW60	0.33	-0.00037	-0.00037	15839.85	15802.10	15802.10	True
LW60	0.50	0.00001	0.00001	15839.85	15804.80	15804.80	True
LW60	0.67	-0.00037	-0.00037	15839.85	15802.10	15802.10	True
LW60	0.83	-0.00082	-0.00082	15839.85	15798.91	15798.91	True
LW60	1.00	0.00154	0.00154	15839.85	15815.60	15815.60	True
LW60	1.17	0.00231	0.00231	15839.85	15821.00	15821.00	True
LW60	1.33	0.00231	0.00231	15839.85	15821.00	15821.00	True
LW60	1.50	0.00231	0.00231	15839.85	15821.00	15821.00	True
LW60	1.67	0.00345	0.00345	15839.85	15829.10	15829.10	True
LW60	1.83	0.00746	0.00746	15839.85	15857.45	15857.45	True
LW60	2.00	0.00649	0.00649	15839.85	15850.60	15850.60	True
LW60	2.17	0.00870	0.00870	15839.85	15866.20	15866.20	True
LW60	2.33	0.00980	0.00980	15839.85	15874.00	15874.00	True
LW60	2.50	0.00980	0.00980	15839.85	15874.00	15874.00	True
LW60	2.67	0.01171	0.01171	15839.85	15887.50	15887.50	True
LW60	2.83	0.01397	0.01397	15839.85	15903.45	15903.45	True
LW60	3.00	0.01362	0.01362	15839.85	15901.00	15901.00	True
LW60	3.17	0.01629	0.01629	15839.85	15919.90	15919.90	True
LW60	3.33	0.02470	0.02470	15839.85	15979.30	15979.30	True
LW60	3.50	0.05410	0.05410	15839.85	16187.20	16187.20	True
LW60	3.67	0.11809	0.11809	15839.85	16639.60	16639.60	True
LW60	3.83	0.21870	0.21870	15839.85	17350.91	17350.91	True
LW60	4.00	0.32504	0.32504	15839.85	18102.70	18102.70	True
LW60	4.17	0.41427	0.41427	15839.85	18733.50	18733.50	True
LW60	4.33	0.48717	0.48717	15839.85	19248.90	19248.90	True
LW60	4.50	0.55421	0.55421	15839.85	19722.90	19722.90	True
LW60	4.67	0.61485	0.61485	15839.85	20151.60	20151.60	True
LW60	4.83	0.67159	0.67159	15839.85	20552.73	20552.73	True
LW60	5.00	0.72457	0.72457	15839.85	20927.30	20927.30	True
LW60	5.17	0.76688	0.76688	15839.85	21226.40	21226.40	True
LW60	5.33	0.80395	0.80395	15839.85	21488.50	21488.50	True
LW60	5.50	0.83701	0.83701	15839.85	21722.20	21722.20	True
LW60	5.67	0.86807	0.86807	15839.85	21941.80	21941.80	True
LW60	5.83	0.89307	0.89307	15839.85	22118.55	22118.55	True
LW60	6.00	0.91661	0.91661	15839.85	22285.00	22285.00	True
LW60	6.17	0.93226	0.93226	15839.85	22395.60	22395.60	True
LW60	6.33	0.94747	0.94747	15839.85	22503.20	22503.20	True
LW60	6.50	0.96202	0.96202	15839.85	22606.00	22606.00	True
LW60	6.67	0.97347	0.97347	15839.85	22687.00	22687.00	True
LW60	6.83	0.98250	0.98250	15839.85	22750.82	22750.82	True
LW60	7.00	0.98832	0.98832	15839.85	22792.00	22792.00	True
LW60	7.17	0.99217	0.99217	15839.85	22819.20	22819.20	True
LW60	7.33	0.99609	0.99609	15839.85	22846.90	22846.90	True
LW60	7.50	0.99907	0.99907	15839.85	22868.00	22868.00	True
LW60	7.67	0.99823	0.99823	15839.85	22862.00	22862.00	True
LW60	7.83	1.00000	1.00000	15839.85	22874.55	22874.55	True
LW60	8.00	0.99695	0.99695	15839.85	22853.00	22853.00	True
LW60	8.17	0.99434	0.99434	15839.85	22834.50	22834.50	True
LW60	8.33	0.99173	0.99173	15839.85	22816.10	22816.10	True
LW60	8.50	0.98875	0.98875	15839.85	22795.00	22795.00	True
LW60	8.67	0.98366	0.98366	15839.85	22759.00	22759.00	True
LW60	8.83	0.97864	0.97864	15839.85	22723.55	22723.55	True
LW60	9.00	0.97390	0.97390	15839.85	22690.00	22690.00	True
LW60	9.17	0.96796	0.96796	15839.85	22648.00	22648.00	True
LW60	9.33	0.95947	0.95947	15839.85	22588.00	22588.00	True
LW60	9.50	0.95088	0.95088	15839.85	22527.30	22527.30	True
LW60	9.67	0.94320	0.94320	15839.85	22473.00	22473.00	True
LW60	9.83	0.93688	0.93688	15839.85	22428.27	22428.27	True
LW60	10.00	0.92764	0.92764	15839.85	22363.00	22363.00	True
LW60	10.17	0.92043	0.92043	15839.85	22312.00	22312.00	True
LW60	10.33	0.91322	0.91322	15839.85	22261.00	22261.00	True
LW60	10.50	0.90388	0.90388	15839.85	22195.00	22195.00	True
LW60	10.67	0.89416	0.89416	15839.85	22126.30	22126.30	True
LW60	10.83	0.88581	0.88581	15839.85	22067.27	22067.27	True
LW60	11.00	0.87644	0.87644	15839.85	22001.00	22001.00	True
LW60	11.17	0.86893	0.86893	15839.85	21947.90	21947.90	True
LW60	11.33	0.86050	0.86050	15839.85	21888.30	21888.30	True
LW60	11.50	0.85296	0.85296	15839.85	21835.00	21835.00	True
LW60	11.67	0.84583	0.84583	15839.85	21784.60	21784.60	True
LW60	11.83	0.83879	0.83879	15839.85	21734.82	21734.82	True
LW60	12.00	0.83073	0.83073	15839.85	21677.80	21677.80	True
LW60	12.17	0.82566	0.82566	15839.85	21642.00	21642.00	True
LW60	12.33	0.82065	0.82065	15839.85	21606.60	21606.60	True
LW60	12.50	0.81519	0.81519	15839.85	21568.00	21568.00	True
LW60	12.67	0.80855	0.80855	15839.85	21521.00	21521.00	True
LW60	12.83	0.80568	0.80568	15839.85	21500.73	21500.73	True
LW60	13.00	0.80232	0.80232	15839.85	21477.00	21477.00	True
LW60	13.17	0.79727	0.79727	15839.85	21441.30	21441.30	True
LW65	0.00				7385.91		False
LW65	0.17				7342.00		False
LW65	0.33				7346.60		False
LW65	0.50				7358.10		False
LW65	0.67				7365.00		False
LW65	0.83				7365.00		False
LW65	1.00				7365.00		False
LW65	1.17				7365.00		False
LW65	1.33				7365.00		False
LW65	1.50				7365.00		False
LW65	1.67				7369.60		False
LW65	1.83				7388.00		False
LW65	2.00				7388.00		False
LW65	2.17				7388.00		False
LW65	2.33				7388.00		False
LW65	2.50				7388.00		False
LW65	2.67				7406.40		False
LW65	2.83				7406.82		False
LW65	3.00				7411.00		False
LW65	3.17				7411.00		False
LW65	3.33				7420.20		False
LW65	3.50				7475.40		False
LW65	3.67				7586.60		False
LW65	3.83				7764.45		False
LW65	4.00				7953.60		False
LW65	4.17				8110.00		False
LW65	4.33				8238.60	8258.00	False
LW65	4.50				8353.50	8353.50	False
LW65	4.67				8459.30	8459.30	False
LW65	4.83				8562.18	8562.18	False
LW65	5.00				8662.20	8662.20	False
LW65	5.17				8740.00	8740.00	False
LW65	5.33				8811.00	8811.00	False
LW65	5.50				8880.00	8880.00	False
LW65	5.67				8932.00	8932.00	False
LW65	5.83				8979.27	8979.27	False
LW65	6.00				9027.00	9027.00	False
LW65	6.17				9063.00	9063.00	False
LW65	6.33				9091.10	9091.10	False
LW65	6.50				9119.60	9119.60	False
LW65	6.67				9143.60	9143.60	False
LW65	6.83				9156.91	9156.91	False
LW65	7.00				9172.40	9172.40	False
LW65	7.17				9186.80	9186.80	False
LW65	7.33				9194.00	9194.00	False
LW65	7.50				9196.30	9196.30	False
LW65	7.67				9207.80	9207.80	False
LW65	7.83				9214.91	9214.91	False
LW65	8.00				9214.70	9214.70	False
LW65	8.17				9217.00	9217.00	False
LW65	8.33				9217.00	9217.00	False
LW65	8.50				9212.40	9212.40	False
LW65	8.67				9210.10	9210.10	False
LW65	8.83				9198.18	9198.18	False
LW65	9.00				9194.00	9194.00	False
LW65	9.17				9194.00	9194.00	False
LW65	9.33				9194.00	9194.00	False
LW65	9.50				9186.80	9186.80	False
LW65	9.67				9172.40	9172.40	False
LW65	9.83				9170.00	9170.00	False
LW65	10.00				9167.60	9167.60	False
LW65	10.17				9153.20	9153.20	False
LW65	10.33				9146.00	9146.00	False
LW65	10.50				9138.80	9138.80	False
LW65	10.67				9124.40	9124.40	False
LW65	10.83				9122.00	9122.00	False
LW65	11.00				9105.20	9105.20	False
LW65	11.17				9100.40	9100.40	False
LW65	11.33				9098.00	9098.00	False
LW65	11.50				9093.40	9093.40	False
LW65	11.67				9079.60	9079.60	False
LW65	11.83				9075.00	9075.00	False
LW65	12.00				9075.00	9075.00	False
LW65	12.17				9075.00	9075.00	False
LW65	12.33				9055.80	9055.80	False
LW65	12.50				9058.20	9058.20	False
LW65	12.67				9051.00	9051.00	False
LW65	12.83				9051.00	9051.00	False
LW65	13.00				9048.60	9048.60	False
LW65	13.17				9051.00	9051.00	False

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