{"id":"W3187683534","doi":"10.1016/j.cllc.2021.08.003","title":"Treatment Patterns and Outcomes of Patients With Advanced Pleural Mesothelioma at an Academic Referral Centre","year":2021,"lang":"en","type":"article","venue":"Clinical Lung Cancer","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Oakville-Trafalgar Memorial Hospital; University Health Network; Princess Margaret Cancer Centre","funders":"Swiss Cancer Research Foundation","keywords":"Medicine; Systemic therapy; Cohort; Internal medicine; Referral; Retrospective cohort study; Mesothelioma; Clinical trial; Lung cancer; Pleural disease; Cancer registry; Cancer; Respiratory disease; Lung; Family medicine; Pathology","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":[0.00002232273,0.0001271056,0.0003231674,0.00001533619,0.000032777,0.000002554105,0.00003138941,0.00006878659,0.0004909905],"category_scores_gemma":[0.00002759515,0.00008085009,0.00008124414,0.00003819132,0.00008902978,0.00006696761,0.00004302345,0.00008157017,0.000003333737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001410461,"about_ca_system_score_gemma":0.00005388105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000028139,"about_ca_topic_score_gemma":0.0001066818,"domain_scores_codex":[0.9990333,0.00004089597,0.0002998062,0.0002853775,0.0002015202,0.0001391475],"domain_scores_gemma":[0.9993946,0.00008527033,0.00009382446,0.0001766387,0.00003723159,0.0002124582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001265222,0.0005096457,0.9872585,0.00004772249,0.0001611043,0.00001346415,0.00004546935,0.000007958519,0.00003778233,0.000006813213,0.00007350513,0.01057282],"study_design_scores_gemma":[0.004241097,0.0005885508,0.9936887,0.00008255042,0.0003109422,0.000001452261,0.00003708163,0.00005072555,0.0002487835,0.000005310587,0.0006510121,0.0000938121],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979171,0.0006129208,0.000001109017,0.0006380604,0.0001016211,0.0002229243,0.0004220911,0.00001439206,0.00006974097],"genre_scores_gemma":[0.9968214,0.0007137733,0.0001052307,0.0005921275,0.00006662908,0.00001769186,0.0003413775,0.00001615181,0.001325594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01047901,"threshold_uncertainty_score":0.5376001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03065030722444028,"score_gpt":0.3861032261572204,"score_spread":0.3554529189327801,"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."}}