{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06475899,0.001558751,0.007473228,0.01543942,0.0009976821,0.006129587,0.002115206,0.002049088,0.003505982],"category_scores_gemma":[0.2135392,0.001152747,0.007663535,0.02196824,0.001255419,0.007703247,0.001695869,0.00185231,0.000300076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00672406,"about_ca_system_score_gemma":0.03405362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01925922,"about_ca_topic_score_gemma":0.04412316,"domain_scores_codex":[0.9597545,0.01683566,0.01614647,0.002078869,0.004492471,0.0006919889],"domain_scores_gemma":[0.7239068,0.1990215,0.04891616,0.004079346,0.02263705,0.00143929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"qualitative","study_design_scores_codex":[0.000255933,0.00018304,0.04270646,0.6640735,0.01227931,0.0001725874,0.001447091,0.0007381423,0.0003170916,0.001678973,0.00459658,0.2715513],"study_design_scores_gemma":[0.0005880627,0.0007082761,0.06602823,0.8318735,0.05890104,0.0003937513,0.004395166,0.001172393,0.0007906802,0.00466309,0.03031698,0.0001689503],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.00660683,0.9813783,0.002302484,0.006508961,0.0002794564,0.001121124,0.0008318195,0.00003121924,0.00093984],"genre_scores_gemma":[0.1139564,0.85122,0.0259853,0.004076205,0.0004371764,0.002873302,0.001237637,0.00002514699,0.0001887702],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06475899,"threshold_uncertainty_score":0.3424824,"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."}}