{"id":"W2339897053","doi":"10.3747/co.23.2789","title":"Identification of Performance Indicators across a Network of Clinical Cancer Programs","year":2016,"lang":"en","type":"article","venue":"Current Oncology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Prostate cancer; Breast cancer; Colorectal cancer; Modalities; Medical physics; Lung cancer; Cancer; Oncology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0009601125,0.00007787025,0.0004309251,0.00002756723,0.00002923917,0.000001845758,0.0001300661,0.0001225659,0.0000517483],"category_scores_gemma":[0.0001820854,0.0000506279,0.0001109234,0.0002737712,0.0003515841,0.00006584409,0.0000556596,0.0001376912,0.00001049321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009880877,"about_ca_system_score_gemma":0.0003575708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001708284,"about_ca_topic_score_gemma":0.00003006218,"domain_scores_codex":[0.9984325,0.00006494667,0.0008359159,0.0002003853,0.000217762,0.0002485538],"domain_scores_gemma":[0.9987788,0.00007152738,0.0006110495,0.0002165893,0.0002257845,0.00009626225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001960688,0.0001153602,0.5017257,0.00005951717,0.00001994896,6.198932e-7,0.00008163635,0.000001525189,0.0002105354,0.00005439379,0.0003463309,0.4971884],"study_design_scores_gemma":[0.001744689,0.001124275,0.898007,0.0007611471,0.0000883724,0.000007782235,0.00008282468,0.00008984492,0.001894783,0.00004532519,0.09607669,0.00007730419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957229,0.001679775,0.0004578352,0.0003262803,0.001311934,0.0002646271,0.00001026063,0.00001663023,0.0002097558],"genre_scores_gemma":[0.9974967,0.001769483,0.0001071264,0.00003334156,0.0004621444,0.00005508484,0.00000531269,0.000006338372,0.00006442616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4971111,"threshold_uncertainty_score":0.2064546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3277625404961647,"score_gpt":0.5539407761629507,"score_spread":0.226178235666786,"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."}}