{"id":"W2995537356","doi":"10.1503/cjs.001418","title":"Uniportal versus multiportal video-assisted thoracoscopic surgery in the treatment of lung cancer: a Canadian single-centre retrospective study","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; Trillium Health Centre; University of Toronto","funders":"","keywords":"Medicine; Interquartile range; Retrospective cohort study; Lung cancer; Surgery; VATS lobectomy; Video-assisted thoracoscopic surgery; Thoracotomy; Wedge resection; Demographics; Pneumonectomy; Resection; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005269058,0.0002703369,0.001035396,0.0009697871,0.00008619748,0.0000399786,0.0001118453,0.0001006005,0.0004623216],"category_scores_gemma":[0.0001304927,0.0001901066,0.0004317313,0.0006557244,0.00007026893,0.0001329325,0.000003029068,0.0002022047,0.000003520209],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005632651,"about_ca_system_score_gemma":0.009752914,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.54526,"about_ca_topic_score_gemma":0.9596421,"domain_scores_codex":[0.9977584,0.0001560116,0.0008307687,0.0002675741,0.0004077645,0.000579435],"domain_scores_gemma":[0.9973845,0.0005791385,0.000490759,0.0003750918,0.0003204416,0.000850078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000280834,0.0008314055,0.9841357,0.00004725624,0.0008398757,0.005007302,0.002268338,0.00001353532,0.000009789654,0.000005168025,0.003325608,0.003235169],"study_design_scores_gemma":[0.002661386,0.0007786463,0.9895873,0.0006581626,0.0005644237,0.00007911274,0.002629123,0.000008286603,0.00009497756,0.000001480487,0.00277803,0.0001590918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912506,0.003664431,7.828766e-8,0.001639695,0.0019957,0.0009677549,0.0001005298,0.000004058959,0.0003771149],"genre_scores_gemma":[0.9991573,0.0003114421,0.000007957829,0.0001105856,0.0002184976,0.00003655389,0.00002390919,0.00003210596,0.0001016229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4143821,"threshold_uncertainty_score":0.9981846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.048476815250844,"score_gpt":0.2990254594504815,"score_spread":0.2505486441996375,"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."}}