| attributes.population 208 patients with seven cancer types and 215 healthy individuals used for classifier; broader study abstract 236 cancers/245 healthy is not classifier denominator. Context-only references | Cristiano et al., Nature 570, 385–389 (2019), author manuscript PMC6774252 Original source ↗ No field-specific location recorded Version: Cristiano et al., Nature 570, 385–389 (2019), author manuscript PMC6774252 Retrieved: 2026-10-07T12:24:27.091080+00:00 | not individually reviewed No individual claim review recorded Audit detailsField: attributes.population Source artifact SHA-256: 192730a334f4752575543fb6bd9d13faa84eb27e939d918363cfe633c0358322 Hash scope: Hash scope not separately documented; inspect source record Format: curator_factual_receipt |
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| attributes.split 10-fold cross-validation repeated 10 times; feature selection and model estimation on training folds only Context-only references | Cristiano et al., Nature 570, 385–389 (2019), author manuscript PMC6774252 Original source ↗ No field-specific location recorded Version: Cristiano et al., Nature 570, 385–389 (2019), author manuscript PMC6774252 Retrieved: 2026-10-07T12:24:27.091080+00:00 | not individually reviewed No individual claim review recorded Audit detailsField: attributes.split Source artifact SHA-256: 192730a334f4752575543fb6bd9d13faa84eb27e939d918363cfe633c0358322 Hash scope: Hash scope not separately documented; inspect source record Format: curator_factual_receipt |
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| attributes.version Not reported Context-only references | Cristiano et al., Nature 570, 385–389 (2019), author manuscript PMC6774252 Original source ↗ No field-specific location recorded Version: Cristiano et al., Nature 570, 385–389 (2019), author manuscript PMC6774252 Retrieved: 2026-10-07T12:24:27.091080+00:00 | missing or unspecified No individual claim review recorded Audit detailsField: attributes.version Source artifact SHA-256: 192730a334f4752575543fb6bd9d13faa84eb27e939d918363cfe633c0358322 Hash scope: Hash scope not separately documented; inspect source record Format: curator_factual_receipt |
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| description DELFI 2019 internally cross-validated cancer detection cohort; bounded primary-source candidate. Context-only references | Cristiano et al., Nature 570, 385–389 (2019), author manuscript PMC6774252 Original source ↗ No field-specific location recorded Version: Cristiano et al., Nature 570, 385–389 (2019), author manuscript PMC6774252 Retrieved: 2026-10-07T12:24:27.091080+00:00 | not individually reviewed No individual claim review recorded Audit detailsField: description Source artifact SHA-256: 192730a334f4752575543fb6bd9d13faa84eb27e939d918363cfe633c0358322 Hash scope: Hash scope not separately documented; inspect source record Format: curator_factual_receipt |
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| name DELFI 2019 internally cross-validated cancer detection cohort Context-only references | Cristiano et al., Nature 570, 385–389 (2019), author manuscript PMC6774252 Original source ↗ No field-specific location recorded Version: Cristiano et al., Nature 570, 385–389 (2019), author manuscript PMC6774252 Retrieved: 2026-10-07T12:24:27.091080+00:00 | not individually reviewed No individual claim review recorded Audit detailsField: name Source artifact SHA-256: 192730a334f4752575543fb6bd9d13faa84eb27e939d918363cfe633c0358322 Hash scope: Hash scope not separately documented; inspect source record Format: curator_factual_receipt |
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