{"id":"W2412224730","doi":"10.1097/mpa.0000000000000484","title":"Identifying Factors Influencing Pancreatic Cancer Management to Inform Quality Improvement Efforts and Future Research","year":2016,"lang":"en","type":"article","venue":"Pancreas","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Toronto General Hospital; University Health Network","funders":"","keywords":"Medicine; Psychological intervention; Referral; Observational study; Guideline; MEDLINE; Quality management; Multidisciplinary approach; Socioeconomic status; Family medicine; Health care; Population; Nursing; Environmental health; Internal medicine; Pathology; Management system","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":[0.002004021,0.0002426241,0.000643797,0.0004060765,0.0003638933,0.00005463834,0.0001738626,0.0001445193,0.0005669816],"category_scores_gemma":[0.0002572357,0.0001489129,0.00007749887,0.000535509,0.0001809134,0.0001815606,0.0003505502,0.0002841407,0.0001119043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006501492,"about_ca_system_score_gemma":0.0001995979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002087764,"about_ca_topic_score_gemma":0.0001920183,"domain_scores_codex":[0.9968454,0.0001358347,0.000524406,0.0005253179,0.001073497,0.0008955388],"domain_scores_gemma":[0.9979925,0.0003961592,0.00008979909,0.0005779503,0.0003055579,0.0006380643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004331892,0.00007944072,0.8391002,0.0006669562,0.0003934999,0.00005047309,0.001816696,6.449115e-8,0.01245226,0.002946822,0.0007886519,0.1412717],"study_design_scores_gemma":[0.001819615,0.0003985036,0.965872,0.0006139873,0.0001836033,0.0000118214,0.002931013,0.000004059943,0.00214503,0.000608368,0.02519555,0.0002164784],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851868,0.0006412896,0.0001383054,0.003163604,0.0001542501,0.001471894,0.00001868737,0.00006988041,0.0091553],"genre_scores_gemma":[0.988323,0.002723708,0.001040011,0.0004153869,0.0004077771,0.0004745843,0.000006876196,0.00003219481,0.006576499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1410552,"threshold_uncertainty_score":0.620805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09536217072584881,"score_gpt":0.4411939586875345,"score_spread":0.3458317879616857,"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."}}