{"id":"W2302874517","doi":"10.1093/ejcts/ezw074","title":"Impact of induction therapy on postoperative outcome after extrapleural pneumonectomy for malignant pleural mesothelioma: does induction-accelerated hemithoracic radiation increase the surgical risk?","year":2016,"lang":"en","type":"article","venue":"European Journal of Cardio-Thoracic Surgery","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Toronto General Hospital; University Health Network","funders":"Princess Margaret Hospital Foundation","keywords":"Extrapleural Pneumonectomy; Medicine; Induction chemotherapy; Mesothelioma; Common Terminology Criteria for Adverse Events; Surgery; Radiation therapy; Adverse effect; Blood transfusion; Pneumonectomy; Internal medicine; Lung cancer","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":[0.002911591,0.000302338,0.0006435751,0.0003248404,0.0001578863,0.00003462796,0.00011095,0.00005678572,0.0001705479],"category_scores_gemma":[0.0004914011,0.0001286711,0.001111514,0.0002571243,0.0001832207,0.0003711783,0.00002192982,0.0002813785,0.00001642016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002301157,"about_ca_system_score_gemma":0.0001433242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002016395,"about_ca_topic_score_gemma":4.320899e-7,"domain_scores_codex":[0.995872,0.002032157,0.0009544405,0.0002556401,0.0006017582,0.0002839942],"domain_scores_gemma":[0.9975114,0.0008734806,0.0007819289,0.0002804763,0.0003011822,0.0002515548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01902932,0.0003123781,0.8219404,0.0000236872,0.0006718322,0.0003543617,0.0001716578,0.0001005775,0.01629439,0.000002068909,0.000419463,0.1406799],"study_design_scores_gemma":[0.001238097,0.001004308,0.9858692,0.0001634604,0.0002412672,0.0007329833,0.00008423152,0.000007779334,0.009492038,0.00001390093,0.000960695,0.000192033],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970849,0.0009341792,0.00009874559,0.0006475683,0.0005098174,0.000376506,0.0002361703,0.00002079722,0.00009135166],"genre_scores_gemma":[0.9980721,0.0006437813,0.00004884911,0.00007923785,0.0009058116,0.0000173094,0.00003138298,0.00005913176,0.0001423923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1639288,"threshold_uncertainty_score":0.5247054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03981835559921478,"score_gpt":0.324410163580703,"score_spread":0.2845918079814883,"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."}}