{"id":"W2039134853","doi":"10.1002/lary.23228","title":"Pulmonary complications after major head and neck surgery: A retrospective cohort study","year":2012,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"","keywords":"Medicine; Retrospective cohort study; Intensive care unit; Incidence (geometry); Comorbidity; Cohort; Mechanical ventilation; Emergency medicine; Internal medicine; 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":[0.0004947862,0.0001144475,0.000231337,0.00007470143,0.000129408,0.00002057211,0.00006433466,0.0000328382,0.0007307798],"category_scores_gemma":[0.00003884126,0.00007706824,0.000044006,0.000196079,0.00007724733,0.0001753959,0.00009984188,0.0001305378,0.00009228974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004521965,"about_ca_system_score_gemma":0.00001102727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009445428,"about_ca_topic_score_gemma":0.000008946943,"domain_scores_codex":[0.9992092,0.00006136348,0.0001735861,0.0001673807,0.0001893992,0.0001990811],"domain_scores_gemma":[0.9993811,0.00005013041,0.00005483799,0.0003757647,0.00006072822,0.00007741431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008111022,0.000349444,0.9849547,0.00001688214,0.00007229359,0.000001122548,0.000270476,6.316439e-9,0.00003288025,0.0003183444,0.01249618,0.001406634],"study_design_scores_gemma":[0.0001484573,0.0002452678,0.9882247,0.00004018324,0.0001328666,0.000006018702,0.000115217,0.00001875107,0.00009231305,0.0001544869,0.01073743,0.00008423768],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9327779,0.0006350746,0.000106081,0.002152888,0.00005471197,0.001462622,0.000005052069,0.000158042,0.06264761],"genre_scores_gemma":[0.9923516,0.0002248137,0.000109574,0.0004710639,0.0001362794,0.0004428948,0.0000217474,0.00001974666,0.00622231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05957365,"threshold_uncertainty_score":0.8001527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01973739247867769,"score_gpt":0.2887496308834416,"score_spread":0.2690122384047639,"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."}}