{"id":"W4390661727","doi":"10.1016/j.xjon.2024.01.003","title":"Intersurgeon variations in postoperative length of stay after video-assisted thoracoscopic surgery lobectomy","year":2024,"lang":"en","type":"article","venue":"JTCVS Open","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"Université de Montréal","keywords":"Medicine; Video-assisted thoracoscopic surgery; VATS lobectomy; Surgery; Pneumonectomy; Lung cancer; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002747576,0.0001293712,0.000398725,0.0001926968,0.00002037508,0.0000830069,0.00008259551,0.00005603768,0.000794891],"category_scores_gemma":[0.00006023685,0.00009571876,0.00009824037,0.0003733661,0.0000267141,0.000226242,0.00009791979,0.0001167757,0.00005777321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003651805,"about_ca_system_score_gemma":0.0003608903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001368373,"about_ca_topic_score_gemma":0.0013664,"domain_scores_codex":[0.9989963,0.00007651754,0.0003291496,0.0002881276,0.0001501137,0.0001598428],"domain_scores_gemma":[0.9992941,0.0002752046,0.00004378474,0.0002508299,0.00006948282,0.00006659661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00116134,0.001899802,0.8966424,0.000714378,0.00132539,0.001146916,0.00483951,0.000007865491,0.000677269,0.002032404,0.02742301,0.06212967],"study_design_scores_gemma":[0.001233445,0.0003079213,0.9750986,0.002893118,0.0002550746,0.00001675864,0.00020711,0.0002084485,0.002962982,0.000143571,0.01649809,0.0001748561],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817957,0.002167359,0.00004989609,0.008086914,0.0005396122,0.001205701,0.00007200678,0.00003846582,0.006044361],"genre_scores_gemma":[0.9973811,0.0001351516,0.0003836767,0.0003857701,0.0000395841,0.000456731,0.00005478094,0.00002106989,0.001142163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07845617,"threshold_uncertainty_score":0.8703499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03014897869941336,"score_gpt":0.3534344846279054,"score_spread":0.323285505928492,"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."}}