{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002113993,0.0001364525,0.0001204802,0.00003886177,0.00006091319,0.0000254518,0.0001997576,0.0001569003,0.0000544586],"category_scores_gemma":[0.00002395125,0.0001257007,0.00006567199,0.00009725704,0.00003148484,0.000007964571,0.00008629131,0.00008232492,0.00006227446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009432047,"about_ca_system_score_gemma":0.0001630388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006014891,"about_ca_topic_score_gemma":0.0001869606,"domain_scores_codex":[0.9991158,0.000007036203,0.0003089466,0.0000986455,0.0001727068,0.0002968434],"domain_scores_gemma":[0.9993292,0.000005280208,0.0001352871,0.0003086424,0.0001080817,0.0001134793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005289572,0.0001207168,0.008204595,0.002827269,0.0007879714,0.00004842253,0.005759181,0.002744594,0.702625,0.01404412,0.1207863,0.1415228],"study_design_scores_gemma":[0.0005217078,0.0001101818,0.0001323743,0.0001080336,0.00003530366,0.00004168881,0.002345285,0.0003309089,0.6258929,0.00002651887,0.3701521,0.0003029332],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9573221,0.001022677,0.02213304,0.00008541424,0.0009579588,0.0003547017,0.0000548349,0.0001019809,0.01796724],"genre_scores_gemma":[0.9891545,0.0001741736,0.006891575,0.001214335,0.0005171848,0.00008650428,0.00004300986,0.00003129658,0.001887456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2493658,"threshold_uncertainty_score":0.5125925,"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."}}