{"id":"W4232094379","doi":"10.1177/117693510700500003","title":"Cancer as a System Failure","year":2007,"lang":"en","type":"article","venue":"Cancer Informatics","topic":"DNA Repair Mechanisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Discovery Centre; Ontario Institute for Cancer Research","funders":"Japanese Association of Cardiovascular Intervention and Therapeutics","keywords":"Cancer; Medicine; Intensive care medicine; Bioinformatics; Data science; Computer science; Internal medicine; Biology","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":[0.003040212,0.0004761084,0.0008615403,0.001264357,0.001499821,0.004034069,0.0009365862,0.001792071,0.01113809],"category_scores_gemma":[0.008402213,0.0003316152,0.0005098945,0.0008580707,0.004635639,0.005898784,0.004340605,0.00275107,0.001561903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001497082,"about_ca_system_score_gemma":0.001681989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001950711,"about_ca_topic_score_gemma":0.0007453031,"domain_scores_codex":[0.9973712,0.0008830295,0.0001268173,0.0005180074,0.0007594277,0.000341476],"domain_scores_gemma":[0.9921011,0.003446852,0.0005399381,0.001932807,0.001170909,0.0008084888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001018026,0.0000502252,0.004753411,0.0001805388,0.00007244247,0.0008243495,0.001130888,0.01609133,0.004129461,0.9172885,0.02083558,0.03454144],"study_design_scores_gemma":[0.00004519627,0.0001777662,0.001989804,0.00009158353,0.00008797293,0.001305697,0.0008098509,0.1029721,0.008316319,0.7758567,0.1082704,0.00007661669],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2475379,0.002354368,0.5075526,0.06740826,0.001442438,0.0002389107,0.0009920333,0.01053784,0.1619357],"genre_scores_gemma":[0.9512464,0.0005286558,0.02472237,0.00196122,0.0002867875,0.0001405261,0.0002316932,0.0003945896,0.0204879],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01113809,"threshold_uncertainty_score":0.03726059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007369795019185366,"score_gpt":0.2660732730666808,"score_spread":0.2587034780474954,"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."}}