{"id":"W2020349243","doi":"10.1097/01.pas.0000165529.78945.dc","title":"Localized Malignant Mesothelioma","year":2005,"lang":"en","type":"article","venue":"The American Journal of Surgical Pathology","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":194,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mesothelioma; Medicine; Pathology; Presentation (obstetrics); Pleural disease; Surgical pathology; Radiology; Respiratory disease; Lung; Internal medicine","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":[0.0002721755,0.00008561534,0.0003434104,0.00006059296,0.00003986735,0.000003811737,0.0001074082,0.00001799972,0.0004327699],"category_scores_gemma":[0.00002143958,0.00004362839,0.0001825152,0.000123254,0.0006043843,0.00003578034,0.0000288402,0.0001493682,0.0001100818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004037069,"about_ca_system_score_gemma":0.00003467583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003239689,"about_ca_topic_score_gemma":2.493987e-7,"domain_scores_codex":[0.9990857,0.0001343924,0.0003076626,0.00008155376,0.0002353884,0.000155252],"domain_scores_gemma":[0.9992923,0.0001374981,0.0002580239,0.0001288935,0.00003367253,0.0001495735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02837174,0.00288965,0.2704554,0.00003497455,0.0006098591,0.01808366,0.0006837677,0.0008428606,0.02930775,0.002948791,0.007520178,0.6382514],"study_design_scores_gemma":[0.005247676,0.005168659,0.6715008,0.00008963387,0.000466056,0.05738632,0.0005355047,0.0001672584,0.001938651,0.0009566348,0.2562886,0.0002542771],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859881,0.0007163154,0.00009607272,0.01202895,0.00004590165,0.00004807934,0.000004638734,0.000007537836,0.00106444],"genre_scores_gemma":[0.9959831,0.0004148195,0.0009396301,0.002009169,0.0003949403,0.000001453242,0.000001749713,0.000009515798,0.0002456473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6379971,"threshold_uncertainty_score":0.4738527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01031583712506449,"score_gpt":0.2740203382948636,"score_spread":0.263704501169799,"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."}}