{"id":"W3016754864","doi":"10.1016/j.jtho.2020.03.014","title":"Malignant Mesothelioma In Situ: Clinical and Pathologic Implications","year":2020,"lang":"en","type":"article","venue":"Journal of Thoracic Oncology","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Vancouver General Hospital; University Health Network; University of British Columbia; University of British Columbia Hospital","funders":"University of British Columbia","keywords":"Medicine; Mesothelioma; Peritoneal mesothelioma; Radiation therapy; Chemotherapy; Guideline; Oncology; Surgery; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002953118,0.00005893102,0.0002995402,0.00005882164,0.00001787495,0.000003429163,0.00005397769,0.00008018134,0.0000682125],"category_scores_gemma":[0.000195548,0.00004156554,0.00008262585,0.00008830208,0.0001166324,0.00004852792,0.00003813416,0.000192269,0.00001939215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004163877,"about_ca_system_score_gemma":0.00009771963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.220065e-7,"about_ca_topic_score_gemma":0.000001893148,"domain_scores_codex":[0.999153,0.000112948,0.0004535895,0.0001033502,0.00008989497,0.00008725608],"domain_scores_gemma":[0.9993926,0.0001246184,0.0001873108,0.0000571641,0.00002754816,0.0002108048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001628782,0.0005535815,0.888536,0.00003620764,0.00003500236,0.0009142359,0.0001176429,0.000005251913,0.01263103,0.0001335446,0.001241166,0.09416758],"study_design_scores_gemma":[0.0005793021,0.001851731,0.9891186,0.00002746348,0.0001085063,0.001000956,0.0001232099,0.00001855071,0.0002082226,0.0008347643,0.006087456,0.00004117871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9654229,0.0006585732,0.0000640454,0.03263991,0.00006501684,0.00008326912,0.000005778952,0.000004691713,0.001055787],"genre_scores_gemma":[0.9925518,0.0003812536,0.002640553,0.004207669,0.0001778043,0.000002109346,0.000002851229,0.000005095952,0.00003084513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1005827,"threshold_uncertainty_score":0.1694993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0660731549737947,"score_gpt":0.454746542309015,"score_spread":0.3886733873352203,"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."}}