{"id":"W4394989656","doi":"10.1016/j.cllc.2024.04.011","title":"Immediate Versus Deferred Systemic Therapy in Patients With Mesothelioma","year":2024,"lang":"en","type":"article","venue":"Clinical Lung Cancer","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; Oakville-Trafalgar Memorial Hospital; University Health Network","funders":"Swiss Cancer Research Foundation","keywords":"Medicine; Mesothelioma; Systemic therapy; Lung cancer; Internal medicine; Intensive care medicine; Oncology; Cancer; 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":[0.00009517202,0.0001110705,0.000212947,0.00005245147,0.00001672188,0.00001263574,0.00004973843,0.00006783644,0.0003417325],"category_scores_gemma":[0.00002812304,0.00007189745,0.00009132911,0.0001481476,0.00007500676,0.00005822318,0.00001667966,0.0001497733,0.00007852724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001660453,"about_ca_system_score_gemma":0.000112239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002334753,"about_ca_topic_score_gemma":0.000009702941,"domain_scores_codex":[0.9990101,0.0000342806,0.0002853858,0.0002749253,0.0002425877,0.0001527629],"domain_scores_gemma":[0.999501,0.0001809946,0.00003149128,0.000143194,0.00001827343,0.0001250442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005845829,0.0002464607,0.9764452,0.000105304,0.0001624029,0.00002594714,0.00002545394,0.00001615367,0.00001339185,0.00002151865,0.001436382,0.01565596],"study_design_scores_gemma":[0.005791835,0.0006705615,0.9910609,0.0005666974,0.0001042891,7.284983e-7,0.000009573698,0.0002751798,0.00001233493,0.0000111331,0.001397159,0.00009963506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909809,0.006858461,0.000003194549,0.0003056183,0.0008769551,0.0004127891,0.00006191833,0.00005056517,0.0004496612],"genre_scores_gemma":[0.9978842,0.0009331661,0.00002189284,0.0003733936,0.0002918448,0.00008328711,0.00007115945,0.0000248796,0.0003161507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01555633,"threshold_uncertainty_score":0.3741731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02811254861091702,"score_gpt":0.3729811924608843,"score_spread":0.3448686438499673,"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."}}