{"id":"W2982277699","doi":"10.1159/000503239","title":"Diagnostic Value of Computed Tomography Imaging Features in Malignant Pleural Mesothelioma","year":2019,"lang":"en","type":"article","venue":"Respiration","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Medicine; Thoracentesis; Mesothelioma; Thoracoscopy; Pleural effusion; Pleural disease; Context (archaeology); Nuclear medicine; Radiology; Lung; Internal medicine; Respiratory disease; 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":[0.00005651439,0.00006222207,0.0001109455,0.0001392115,0.00001159765,0.000005114139,0.00002815859,0.00002090866,0.00006476316],"category_scores_gemma":[0.0000376072,0.00005160003,0.00005054996,0.0001508418,0.00002283507,0.00006881027,0.00001407771,0.00003806139,0.00002479289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002766662,"about_ca_system_score_gemma":0.00001533094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007439023,"about_ca_topic_score_gemma":0.000006541185,"domain_scores_codex":[0.999447,0.00002742406,0.000150633,0.0001177942,0.0001759314,0.00008116111],"domain_scores_gemma":[0.9997231,0.00008248693,0.00004681461,0.0001006491,0.00001325071,0.00003370563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001237313,0.0001141819,0.9663143,0.00005804478,0.000008584212,0.00001004358,0.00004020981,0.0006767462,0.03030553,0.0005001079,0.000108745,0.001739762],"study_design_scores_gemma":[0.0006931677,0.0001188155,0.9895518,0.0001637255,0.00001927078,0.000006304198,0.00002091326,0.001771604,0.007334149,0.0001289392,0.0001387079,0.00005260021],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982059,0.0006234591,0.00004487411,0.00022832,0.00005341581,0.000263884,0.000009055368,0.00001431638,0.0005567945],"genre_scores_gemma":[0.9993022,0.000007712109,0.0001909214,0.0003146134,0.00003810146,0.000006944683,0.00007600244,0.000006893574,0.00005657728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02323748,"threshold_uncertainty_score":0.2104188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00603898022934382,"score_gpt":0.242924324296362,"score_spread":0.2368853440670182,"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."}}