{"id":"W2904570928","doi":"10.1200/jop.18.00657","title":"Real-World Approaches to Quality Improvement in Oncology","year":2018,"lang":"en","type":"article","venue":"Journal of Oncology Practice","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Quality management; Quality (philosophy); MEDLINE; Medical physics; Oncology; Internal medicine; Operations management","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":[0.01735093,0.0007276162,0.0009215965,0.002821985,0.001033033,0.007096637,0.002416909,0.003208081,0.00873038],"category_scores_gemma":[0.06060445,0.0007033056,0.0008382014,0.004756417,0.003879562,0.005250446,0.002737195,0.003311582,0.0003179662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01204931,"about_ca_system_score_gemma":0.006138942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01413907,"about_ca_topic_score_gemma":0.01918746,"domain_scores_codex":[0.9751594,0.0214436,0.0004869416,0.001013999,0.001157091,0.0007388454],"domain_scores_gemma":[0.9551252,0.03491759,0.004579614,0.00151142,0.002418297,0.001447886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002271731,0.0008429729,0.01581069,0.0007246393,0.0005444706,0.0002761537,0.001093671,0.3588937,0.0001857958,0.5540957,0.007754171,0.05955093],"study_design_scores_gemma":[0.0002025935,0.0003453433,0.01041019,0.0004874256,0.000170669,0.00009335369,0.00406134,0.3230319,0.0002403772,0.6393451,0.02150878,0.0001029884],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.3018324,0.03423478,0.3786522,0.1880883,0.002401934,0.0008557084,0.002057357,0.000412774,0.09146468],"genre_scores_gemma":[0.9764228,0.003487868,0.01645585,0.0007266929,0.00025971,0.0001286304,0.0001335156,0.00002123411,0.002363727],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01735093,"threshold_uncertainty_score":0.09176159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2301448281463392,"score_gpt":0.3900145115291613,"score_spread":0.1598696833828221,"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."}}