{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001550908,0.0003308365,0.0004895516,0.0009468217,0.0006262804,0.0007415073,0.000498405,0.0004821028,0.001329193],"category_scores_gemma":[0.002323299,0.00050384,0.0006142784,0.001225953,0.0003837104,0.0008341351,0.0006279908,0.0005620356,0.0002121773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004787974,"about_ca_system_score_gemma":0.0008566003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005861983,"about_ca_topic_score_gemma":0.007838344,"domain_scores_codex":[0.9989378,0.000188995,0.0001508056,0.0003028195,0.0002181608,0.0002015194],"domain_scores_gemma":[0.9977505,0.0003661072,0.001170881,0.0002156407,0.0002026211,0.0002942134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007585737,0.00005562635,0.9990483,0.000009781008,0.00003543668,0.0001328108,0.00006693489,0.00001058917,0.00007823922,0.000008562013,0.00004601263,0.0004319579],"study_design_scores_gemma":[0.00002693026,0.0005389708,0.9971638,0.00001652845,0.00006804756,0.001224941,0.0005064145,0.0001521259,0.0000569694,0.00001518362,0.0002214529,0.000008580669],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993122,0.0001460964,0.00008320519,0.00001457399,0.000005282016,0.00005328616,0.0002345126,0.000001956791,0.0001490412],"genre_scores_gemma":[0.9991643,0.0001405145,0.0001496968,0.00003714468,0.00001255548,0.00004378099,0.0003827544,0.000001725867,0.00006753272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005861983,"threshold_uncertainty_score":0.01165575,"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."}}