{"id":"W2986062566","doi":"10.1016/j.jtcvs.2019.10.122","title":"Prognostic influence of tumor microenvironment after hypofractionated radiation and surgery for mesothelioma","year":2019,"lang":"en","type":"article","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"University Health Network","keywords":"Extrapleural Pneumonectomy; Medicine; Tumor-infiltrating lymphocytes; CD8; Mesothelioma; Oncology; Radiation therapy; Pneumonectomy; Tumor microenvironment; Internal medicine; Immune system; Cancer research; Pathology; Immunology; Lung cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002664281,0.0001679092,0.0002230435,0.000367459,0.0002673036,0.0004419233,0.0002181973,0.0003269023,0.00138116],"category_scores_gemma":[0.001140305,0.0001021844,0.0003882885,0.0003607843,0.0002843034,0.0002639611,0.00034414,0.0003281882,0.0002034662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002894174,"about_ca_system_score_gemma":0.0001967765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009401633,"about_ca_topic_score_gemma":0.001817386,"domain_scores_codex":[0.9997858,0.00004939278,0.00001777604,0.00004264552,0.000039149,0.00006533945],"domain_scores_gemma":[0.9992226,0.0001795623,0.0002517527,0.00006527886,0.00006700234,0.0002138942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002070119,0.0000489945,0.9769943,0.00001822301,0.0001205058,0.0004563043,0.00010056,0.0003953914,0.01348775,0.00004880265,0.0001354332,0.006123545],"study_design_scores_gemma":[0.000004568894,0.0001817588,0.9980798,0.000002228732,0.00004377769,0.0004269208,0.00009004249,0.000205415,0.0006691865,0.00003913317,0.0002532633,0.000003825884],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984906,0.0006163212,0.0001501421,0.00003289085,0.00001631334,0.000003164151,0.0001279226,0.000006443594,0.0005562757],"genre_scores_gemma":[0.9996299,0.00005668493,0.00003076242,0.00001007187,0.00001229656,0.000002316134,0.00009633553,0.000002140163,0.0001594737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00138116,"threshold_uncertainty_score":0.004620433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007118689982618224,"score_gpt":0.2322467979911002,"score_spread":0.2251281080084819,"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."}}