{"id":"W2330602057","doi":"10.21037/acs.2016.03.05","title":"Uniportal video-assisted thoracoscopic surgery: safety, efficacy and learning curve during the first 250 cases in Quebec, Canada","year":2016,"lang":"en","type":"article","venue":"Annals of Cardiothoracic Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Medicine; VATS lobectomy; Thoracotomy; Surgery; Wedge resection; Video-assisted thoracoscopic surgery; Lung; Resection; Pneumonectomy; Learning curve; General surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001122961,0.0002724619,0.00102548,0.0002120802,0.0001750935,0.00002740543,0.0000665966,0.00009097061,0.00005829896],"category_scores_gemma":[0.001287492,0.0001650922,0.0002845751,0.000385951,0.0001399148,0.0001493252,0.00006163688,0.000185984,0.000002276524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002937695,"about_ca_system_score_gemma":0.0009925925,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.450954,"about_ca_topic_score_gemma":0.6584749,"domain_scores_codex":[0.9976633,0.0003165481,0.0006621966,0.0004028925,0.0004812429,0.0004738099],"domain_scores_gemma":[0.9925023,0.006443072,0.000275881,0.0004332556,0.000164072,0.0001814237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005114407,0.00009167263,0.9384134,0.0003179046,0.0004131838,0.001240998,0.00008665408,0.00001897532,0.00005807234,0.000003688786,0.007446254,0.05139773],"study_design_scores_gemma":[0.0004348609,0.00003156867,0.969276,0.002020679,0.0001108051,0.0001268978,0.0001066266,0.000001188606,0.003691385,0.000001688782,0.02400704,0.0001913252],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979022,0.007893149,0.00000210819,0.01221471,0.0002973789,0.0003041994,0.0000307211,0.00003400642,0.0002017233],"genre_scores_gemma":[0.9925966,0.006239208,0.000004024454,0.000310536,0.0001739004,0.00004991784,0.00001750782,0.0000392695,0.0005689983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2075209,"threshold_uncertainty_score":0.6732263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03596266130016797,"score_gpt":0.3071070508202253,"score_spread":0.2711443895200573,"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."}}