{"id":"W3039720620","doi":"10.1007/978-3-030-47404-1_57","title":"Thymectomy in the Setting of Pleural Metastasis","year":2020,"lang":"en","type":"book-chapter","venue":"Difficult decisions in surgery: an evidence-based approach","topic":"Myasthenia Gravis and Thymoma","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Thymectomy; Extrapleural Pneumonectomy; Thymoma; Surgery; Resection; Pneumonectomy; Stage (stratigraphy); Lung; Internal medicine; Myasthenia gravis","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003187202,0.0007754164,0.002228391,0.001082233,0.000113716,0.00008395201,0.0007796555,0.0005110071,0.0001856812],"category_scores_gemma":[0.002698262,0.000500409,0.0008949205,0.001026669,0.0002536648,0.0002189846,0.0001337017,0.001449253,0.00003471274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001567677,"about_ca_system_score_gemma":0.0006855529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001116004,"about_ca_topic_score_gemma":0.00006742516,"domain_scores_codex":[0.9941013,0.0004892036,0.001903805,0.001183627,0.001744432,0.000577662],"domain_scores_gemma":[0.990375,0.00684538,0.0006805714,0.001509983,0.0003066756,0.0002823295],"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":[0.00878974,0.007310451,0.1162026,0.002912804,0.001233702,0.006600158,0.01002479,0.002319268,0.001082243,0.07975531,0.03964439,0.7241245],"study_design_scores_gemma":[0.02703643,0.006723838,0.4004764,0.1425914,0.008683834,0.003225937,0.02174727,0.09678756,0.002776121,0.03328133,0.23972,0.01694989],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8574376,0.02174282,0.004078301,0.01420681,0.001120696,0.01174573,0.00121893,0.0004660405,0.08798305],"genre_scores_gemma":[0.9917459,0.0006963533,0.003730397,0.00116139,0.000264205,0.0001611165,0.0008059977,0.0001416266,0.001292943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7071746,"threshold_uncertainty_score":0.9997448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1485671632793331,"score_gpt":0.3225395746232513,"score_spread":0.1739724113439182,"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."}}