{"id":"W3037727500","doi":"10.1016/j.crad.2020.05.006","title":"Postoperative complications of pulmonary resection","year":2020,"lang":"en","type":"review","venue":"Clinical Radiology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Toronto General Hospital","funders":"","keywords":"Medicine; Cardiothoracic surgery; Surgery; Lung cancer; General surgery; Resection; Internal medicine","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":[0.0001849283,0.0001917559,0.002412148,0.00005941538,0.00003061736,0.00000203063,0.0001083975,0.0004107608,0.000088758],"category_scores_gemma":[0.0004639237,0.0001294663,0.0007303131,0.0001732564,0.0002507377,0.00001107532,0.00005150319,0.0004859323,0.000156782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001644608,"about_ca_system_score_gemma":0.0004689334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008392752,"about_ca_topic_score_gemma":0.000002582124,"domain_scores_codex":[0.9979576,0.0003762977,0.001011243,0.0004572654,0.0000707541,0.0001268758],"domain_scores_gemma":[0.9976446,0.001350822,0.0003523346,0.0004066435,0.0000900681,0.0001555007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005679145,0.0004198044,0.001012036,0.001987358,0.000757205,0.00007636812,0.000009617931,7.186281e-8,1.585829e-7,0.0006839939,0.008275268,0.9867213],"study_design_scores_gemma":[0.0003369331,0.001336599,0.001685259,0.003208535,0.001516409,0.0004323248,0.000003441453,0.000007007421,3.1333e-7,0.00004233715,0.9913447,0.0000861648],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001381767,0.9922748,0.00001992835,0.00271284,0.0003829974,0.0009336987,0.00005532178,0.00002497158,0.003581599],"genre_scores_gemma":[0.0002777307,0.9977806,0.0001913876,0.0005718821,0.0003614353,0.0002282543,0.0004203715,0.00002425296,0.0001441191],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9866351,"threshold_uncertainty_score":0.5279481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1754798526723226,"score_gpt":0.4981755147162725,"score_spread":0.3226956620439499,"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."}}