{"id":"W4414665190","doi":"10.1007/978-94-024-2252-8_115","title":"Cancer Medicine and Precision Oncology","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Precision medicine; Cancer Medicine; Cancer; Cancer treatment; Alternative medicine; Personalized medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006250303,0.0008665564,0.0006549849,0.001238328,0.001040381,0.003795411,0.0008513741,0.001799825,0.06845436],"category_scores_gemma":[0.001134267,0.0003431035,0.0003042401,0.0012216,0.001865203,0.003236589,0.001910166,0.003877059,0.03606855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001969822,"about_ca_system_score_gemma":0.001711481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001908468,"about_ca_topic_score_gemma":0.005461761,"domain_scores_codex":[0.9995832,0.0000933214,0.000008462563,0.00005151736,0.0002296877,0.00003378649],"domain_scores_gemma":[0.9996984,0.0001474956,0.00001355821,0.00003426527,0.00006803087,0.00003822699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001336661,0.00002548945,0.00003767784,0.0001897033,0.000005291387,0.00005516055,0.0002157976,0.0002705852,0.0004736935,0.278676,0.5287264,0.1913109],"study_design_scores_gemma":[0.000001228953,0.00000357417,0.00002598354,0.00007511942,0.000001142382,0.00007079992,0.0000316453,0.00005460428,0.00007274613,0.03193022,0.9677306,0.000002402966],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002926522,0.07657696,0.009012413,0.009985137,0.006030391,0.00005099082,0.0001451443,0.0002362426,0.8976701],"genre_scores_gemma":[0.002739152,0.02472007,0.00339264,0.005789255,0.001582626,0.00005370233,0.0001039116,0.0001260378,0.9614925],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06845436,"threshold_uncertainty_score":0.2290027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01625376990734596,"score_gpt":0.3025206692950458,"score_spread":0.2862668993876998,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}