{"id":"W1983889550","doi":"10.1097/jto.0b013e31828cb548","title":"Improving the Quality of Lung Cancer Care in Ontario: The Lung Cancer Disease Pathway Initiative","year":2013,"lang":"en","type":"article","venue":"Journal of Thoracic Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Cancer Care Ontario; Juravinski Hospital; McMaster University; University of Toronto; Hamilton Health Sciences; Sunnybrook Health Science Centre; Juravinski Cancer Centre","funders":"Cancer Care Ontario","keywords":"Medicine; Multidisciplinary approach; Quality management; Cancer; Lung cancer; Health care; Disease; Family medicine; Survivorship curve; Nursing; Oncology; Internal medicine; Operations management","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.003417375,0.0004013938,0.0004410698,0.0008497949,0.005453869,0.003609961,0.001832642,0.001623681,0.003783629],"category_scores_gemma":[0.01130411,0.0004298245,0.0009124759,0.002492972,0.001424559,0.001487059,0.004447563,0.002431743,0.0003835171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1043775,"about_ca_system_score_gemma":0.399179,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9849344,"about_ca_topic_score_gemma":0.9951443,"domain_scores_codex":[0.9942032,0.0006232273,0.0002843148,0.0002661729,0.002956356,0.001666809],"domain_scores_gemma":[0.9699126,0.0009876788,0.002428714,0.000462484,0.00763131,0.01857723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006487039,0.0007968571,0.4840871,0.001547965,0.0003145168,0.0004907851,0.00591317,0.001909952,0.0010893,0.007767692,0.3323342,0.1630997],"study_design_scores_gemma":[0.000260502,0.0001883147,0.9136795,0.0004203377,0.0001064389,0.00009428866,0.003142034,0.0009823057,0.0002335029,0.0007492824,0.08007877,0.00006485788],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4565227,0.009768324,0.001751421,0.4241616,0.001801732,0.001649635,0.03064459,0.0004330255,0.07326698],"genre_scores_gemma":[0.9189315,0.01054579,0.01002042,0.02368739,0.0005355407,0.0009116884,0.01284265,0.0001443815,0.02238062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9849344,"threshold_uncertainty_score":0.7573155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03409029978613142,"score_gpt":0.4341176245810864,"score_spread":0.400027324794955,"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."}}