{"id":"W4385351392","doi":"10.1053/j.ro.2023.07.002","title":"Pleural Malignancy–Challenges in Diagnosis and Multidisciplinary Approach","year":2023,"lang":"en","type":"article","venue":"Seminars in Roentgenology","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Medicine; Malignancy; Radiology; Multidisciplinary approach; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01105516,0.0009144242,0.001951837,0.002687649,0.002458791,0.004990785,0.003340703,0.00625286,0.005376343],"category_scores_gemma":[0.01664438,0.0005777128,0.001040553,0.0009084516,0.003064781,0.006444361,0.005975669,0.01086776,0.001802515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002978211,"about_ca_system_score_gemma":0.00731872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003023353,"about_ca_topic_score_gemma":0.006099958,"domain_scores_codex":[0.9938152,0.002451811,0.0008452802,0.0006412694,0.001315016,0.0009314244],"domain_scores_gemma":[0.9850823,0.007349844,0.001077257,0.0005180298,0.00267874,0.003293783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002968204,0.001067326,0.04249179,0.004502419,0.0003509681,0.0378194,0.004160098,0.005569234,0.003610664,0.03196847,0.2476212,0.6205416],"study_design_scores_gemma":[0.0002269877,0.0006926417,0.04793763,0.02631705,0.0003341382,0.2098821,0.03677642,0.01395947,0.0008699595,0.2006302,0.4618054,0.0005679894],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.01811698,0.3273967,0.02376173,0.5929894,0.01289209,0.0001559725,0.0001788602,0.0002556258,0.0242526],"genre_scores_gemma":[0.3521571,0.3343413,0.07350979,0.1123605,0.1206352,0.0005167147,0.0005636266,0.0001686006,0.005747026],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01105516,"threshold_uncertainty_score":0.05846596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05692787234461671,"score_gpt":0.3033486481395977,"score_spread":0.246420775794981,"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."}}