{"id":"W2802627246","doi":"10.1016/j.jtho.2018.04.023","title":"New Insights on Diagnostic Reproducibility of Biphasic Mesotheliomas: A Multi-Institutional Evaluation by the International Mesothelioma Panel From the MESOPATH Reference Center","year":2018,"lang":"en","type":"article","venue":"Journal of Thoracic Oncology","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":94,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; University of British Columbia","funders":"National Cancer Institute","keywords":"Medicine; Mesothelioma; Pathology; Cytokeratin; Cancer; Biopsy; Fluorescence in situ hybridization; H&E stain; Oncology; Internal medicine; Immunohistochemistry","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":[0.001418632,0.0001489321,0.0002964789,0.00008870581,0.0001209028,0.00001407656,0.0003676401,0.00008791192,0.0008366133],"category_scores_gemma":[0.002811857,0.00007128545,0.0001519119,0.0001449327,0.0003656681,0.0001250507,0.00007811318,0.0002488047,0.00006348418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003946265,"about_ca_system_score_gemma":0.0005879677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001070035,"about_ca_topic_score_gemma":0.00005871509,"domain_scores_codex":[0.9976679,0.0003652494,0.0006051157,0.000337727,0.0009009687,0.0001230013],"domain_scores_gemma":[0.9974018,0.0009874922,0.0006010863,0.0005343633,0.0003586207,0.0001166825],"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":[0.01382952,0.004801851,0.3414267,0.00003987012,0.00126282,0.0001065053,0.002702959,0.0001535648,0.03774061,0.0005538705,0.06920612,0.5281757],"study_design_scores_gemma":[0.002334851,0.001829159,0.9403107,0.0002783956,0.0006083926,0.0002569575,0.0002587778,0.0005427552,0.01319672,0.002145814,0.03812777,0.0001096733],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855957,0.001839436,0.0004084875,0.009442415,0.0009046666,0.0003629135,0.0001352969,0.000007063258,0.001304007],"genre_scores_gemma":[0.9961969,0.0001412768,0.001087451,0.001447716,0.0008373396,0.00001029684,0.00007436611,0.000009668727,0.000195019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.598884,"threshold_uncertainty_score":0.9160329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07909986076760045,"score_gpt":0.4089266684896392,"score_spread":0.3298268077220388,"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."}}