{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009510374,0.0001060515,0.000200362,0.0002269566,0.00002499612,0.000001962225,0.00005050134,0.00008451888,0.00003746119],"category_scores_gemma":[0.00003410213,0.00009804239,0.00002873758,0.0001766181,0.0001172716,0.00003887513,0.0001411592,0.0001088694,0.00004058723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006164652,"about_ca_system_score_gemma":0.00001117712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002422333,"about_ca_topic_score_gemma":0.00004245923,"domain_scores_codex":[0.999135,0.00004074194,0.0001705948,0.000294522,0.0001008403,0.0002582861],"domain_scores_gemma":[0.9997047,0.00007369586,0.00002393882,0.0001295282,0.000003721171,0.00006436888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001455927,0.0003438852,0.9837518,0.0001244916,0.00001130197,0.000309531,0.0007524026,0.00008825673,0.0002347418,0.0001566198,0.0002315324,0.01384981],"study_design_scores_gemma":[0.0008167752,0.0002207604,0.9950933,0.0001299439,0.00001397934,0.00005395478,0.001960666,0.000610402,0.0001175882,0.0006587334,0.0002398897,0.00008395231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853854,0.0114089,5.373318e-7,0.001743561,0.0000576521,0.0002341185,0.00001362736,0.00003595222,0.001120205],"genre_scores_gemma":[0.9754403,0.02356293,0.0003637253,0.00005816335,0.00002695459,0.0001852393,0.00009185487,0.00001341842,0.0002574513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01376586,"threshold_uncertainty_score":0.3998053,"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."}}