{"id":"W4401708548","doi":"10.1007/978-94-017-8706-2_115-1","title":"Cancer Medicine and Precision Oncology","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Cancer; Cancer Medicine; Medicine; Precision medicine; Oncology; Precision oncology; Medical physics; Internal medicine; Pathology","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":[0.0006279647,0.0008558276,0.000663459,0.001227531,0.00104278,0.003717257,0.0008518829,0.001821949,0.06843707],"category_scores_gemma":[0.001130351,0.0003494489,0.0003010144,0.001230951,0.001866197,0.003194072,0.00190647,0.003853002,0.03685685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001985825,"about_ca_system_score_gemma":0.001727485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001949731,"about_ca_topic_score_gemma":0.005535766,"domain_scores_codex":[0.9995751,0.0000950688,0.000008363616,0.0000517856,0.0002354713,0.00003432512],"domain_scores_gemma":[0.9997024,0.0001462976,0.00001332129,0.00003395184,0.00006756432,0.00003634997],"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":[0.00001350676,0.00002537708,0.00003819424,0.0001840808,0.000005259409,0.00005295175,0.0002101196,0.0002741143,0.0004819843,0.2712151,0.5357338,0.1917655],"study_design_scores_gemma":[0.000001279294,0.000003597254,0.0000267753,0.00007243595,0.000001166791,0.00006959066,0.00003135958,0.00005607696,0.00007550998,0.03251363,0.9671462,0.00000242502],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002972028,0.07672451,0.00936016,0.01043316,0.005922772,0.00005315473,0.0001530815,0.0002495705,0.8968063],"genre_scores_gemma":[0.002715529,0.02412972,0.003424627,0.005748549,0.001534125,0.00005705878,0.000103684,0.0001295213,0.9621572],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06843707,"threshold_uncertainty_score":0.2289448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01948175134216173,"score_gpt":0.3055767961578804,"score_spread":0.2860950448157186,"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."}}