{"id":"W4387350823","doi":"10.2139/ssrn.4590908","title":"MARS 2: Extended Pleurectomy Decortication and Chemotherapy for Pleural Mesothelioma","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Occupational Cancer Research Centre; Health Sciences Centre; Royal Ottawa Mental Health Centre","funders":"","keywords":"Pleurectomy; Decortication; Medicine; Mesothelioma; Mars Exploration Program; Chemotherapy; Oncology; Internal medicine; Surgery; Peritoneal mesothelioma; Pathology; Astrobiology; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007023853,0.000541953,0.000534224,0.0004255137,0.0003485498,0.0006534321,0.0004589514,0.001150948,0.01281506],"category_scores_gemma":[0.001466321,0.000178909,0.001451264,0.0002100973,0.0002808098,0.0004162468,0.001083924,0.0008765808,0.001827409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000243116,"about_ca_system_score_gemma":0.0002699809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001795119,"about_ca_topic_score_gemma":0.0003582974,"domain_scores_codex":[0.9996717,0.0001103755,0.00002712551,0.00006071693,0.00008181084,0.00004812788],"domain_scores_gemma":[0.9997074,0.0001346675,0.00002601245,0.00005940714,0.0000116874,0.00006080091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.03422857,0.0019356,0.009690443,0.002584772,0.001459625,0.02271112,0.0003801727,0.02658805,0.06853737,0.004971126,0.07183254,0.7550806],"study_design_scores_gemma":[0.01313084,0.0434686,0.1660722,0.0009861252,0.00267813,0.123295,0.000289731,0.0686799,0.08552901,0.02469569,0.4707337,0.0004410073],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8026586,0.04190772,0.05920487,0.01389837,0.01350833,0.0009391651,0.006717245,0.002517004,0.05864869],"genre_scores_gemma":[0.9117129,0.005128108,0.02594583,0.001799962,0.005766531,0.0004270327,0.005332508,0.0004477608,0.04343943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01281506,"threshold_uncertainty_score":0.04287064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01781247520586643,"score_gpt":0.3006887114560755,"score_spread":0.282876236250209,"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."}}