{"id":"W4386032875","doi":"10.1510/mmcts.2023.061","title":"Thoracoscopic left upper division (S1/2/3) resection: alternative posterior approach","year":2023,"lang":"en","type":"article","venue":"Multimedia Manual of Cardio-Thoracic Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Medicine; Bronchus; Dissection (medical); Perioperative; Parenchyma; Right Main Bronchus; Surgery; Pneumonectomy; Lung; Radiology; Resection; Internal medicine; Respiratory disease; Pathology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001227634,0.0003798976,0.001173687,0.0006569782,0.000116863,0.0000366003,0.0001360357,0.000198863,0.0002565985],"category_scores_gemma":[0.0004617483,0.000309482,0.0007035527,0.0006309929,0.0001669122,0.0002338411,0.0001620212,0.0002741286,0.0004563024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003520032,"about_ca_system_score_gemma":0.0002670289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001486281,"about_ca_topic_score_gemma":0.000005930707,"domain_scores_codex":[0.9966307,0.0003204235,0.0006856415,0.0006980345,0.001050136,0.0006150119],"domain_scores_gemma":[0.9973463,0.000994741,0.000240988,0.0007174284,0.0003021058,0.0003984013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001402192,0.0007585875,0.7266076,0.001447962,0.001729936,0.0007480219,0.002301971,0.0002157801,0.001433763,0.000006955801,0.02775002,0.2355973],"study_design_scores_gemma":[0.002043898,0.000794407,0.8635501,0.001908267,0.001082024,0.000235013,0.001449084,0.003348905,0.1121038,0.00006427801,0.01253103,0.0008891907],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914564,0.001085495,0.0001316097,0.0007961321,0.002221059,0.0008693105,0.00009682371,0.0002564992,0.003086661],"genre_scores_gemma":[0.9949418,0.0007219851,0.001134833,0.0001367818,0.0007965167,0.0001742598,0.0005318405,0.00008124165,0.001480735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2347081,"threshold_uncertainty_score":0.9999357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.041503262946403,"score_gpt":0.3530299922416681,"score_spread":0.3115267292952651,"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."}}