{"id":"W2756270509","doi":"10.21037/vats.2017.08.18","title":"Management of perioperative complications during uniportal video-assisted thoracoscopic surgery","year":2017,"lang":"en","type":"article","venue":"Video-Assisted Thoracic Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut Universitaire de Cardiologie et de Pneumologie de Québec; Université Laval","funders":"","keywords":"Medicine; Perioperative; Surgery; Video-assisted thoracoscopic surgery; Port (circuit theory); General surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003518407,0.0002579882,0.0003573508,0.0004979555,0.0002706355,0.0004823444,0.0003000537,0.0002584079,0.0009229449],"category_scores_gemma":[0.001357791,0.00006265969,0.0003588796,0.0003422419,0.0001534096,0.0004683893,0.0002663331,0.0004486874,0.0001620664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001745761,"about_ca_system_score_gemma":0.0004150874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002680928,"about_ca_topic_score_gemma":0.0004277452,"domain_scores_codex":[0.9997302,0.00006846325,0.00006381891,0.000025709,0.0000741027,0.00003770393],"domain_scores_gemma":[0.9993569,0.0001843941,0.0002815461,0.00001964377,0.00008897452,0.00006854507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009658182,0.0002346641,0.1196095,0.006355634,0.0006401202,0.01591177,0.0004106352,0.00116629,0.01568447,0.0008572643,0.005157448,0.8330064],"study_design_scores_gemma":[0.0002511249,0.00443837,0.5654629,0.005845136,0.002215088,0.2872089,0.002050636,0.005045895,0.03523544,0.003254834,0.08880632,0.0001853286],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.4290596,0.5412446,0.01536277,0.001945253,0.0007177378,0.0001052325,0.000307657,0.0001552543,0.01110192],"genre_scores_gemma":[0.8577506,0.1308516,0.008417908,0.0007284276,0.0007919157,0.0000746682,0.0005137252,0.00002145155,0.000849693],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0009229449,"threshold_uncertainty_score":0.00308758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06060520995254638,"score_gpt":0.3580084451034016,"score_spread":0.2974032351508552,"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."}}