{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001755387,0.0008056915,0.0004254847,0.0009607198,0.0007713344,0.001271058,0.0003770163,0.001237209,0.003925079],"category_scores_gemma":[0.0003155702,0.0003132367,0.0009161666,0.0004578459,0.0008250292,0.0009383208,0.001006542,0.001583924,0.001568015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005334464,"about_ca_system_score_gemma":0.0006043634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001247125,"about_ca_topic_score_gemma":0.0041548,"domain_scores_codex":[0.9997769,0.00001462361,0.00002203746,0.00007789388,0.00003261967,0.00007590103],"domain_scores_gemma":[0.9998028,0.00003797407,0.00003425072,0.00002514207,0.000009854371,0.00009008265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002048628,0.0006215025,0.09681561,0.0009858613,0.0003787643,0.3594545,0.0009048348,0.003185629,0.1595662,0.006664602,0.01306191,0.3563119],"study_design_scores_gemma":[0.0001346793,0.001024999,0.03143573,0.0001533614,0.0001038461,0.9397193,0.0002255834,0.00370071,0.007367191,0.001980748,0.01408973,0.00006415371],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8582407,0.01561829,0.05760353,0.005276209,0.0006554304,0.0001654701,0.00068964,0.001417961,0.06033266],"genre_scores_gemma":[0.9660386,0.004548306,0.02035015,0.001334249,0.0009268328,0.00004767947,0.0005165387,0.0001002918,0.006137388],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003925079,"threshold_uncertainty_score":0.01313072,"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."}}