{"id":"W2612208428","doi":"10.1097/pcc.0000000000001175","title":"Trend and Outcomes of Video Laryngoscope Use Across PICUs*","year":2017,"lang":"en","type":"article","venue":"Pediatric Critical Care Medicine","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of General Medical Sciences; Agency for Healthcare Research and Quality","keywords":"Medicine; Laryngoscopy; Tracheal intubation; Intubation; Odds ratio; Airway; Airway management; Anesthesia; Emergency medicine; Emergency department; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000237927,0.0001667619,0.0005144018,0.0001226446,0.0002028074,0.00003726508,0.0001373908,0.00009767574,0.0004996162],"category_scores_gemma":[0.004225842,0.0001184334,0.00006845941,0.00008482918,0.0005487255,0.0002503238,0.000172874,0.0001688844,0.000004121709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002207292,"about_ca_system_score_gemma":0.0000168944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002312779,"about_ca_topic_score_gemma":0.00003397514,"domain_scores_codex":[0.9986934,0.00002133859,0.00037702,0.0002671894,0.0003872149,0.0002538183],"domain_scores_gemma":[0.9986946,0.0003244307,0.0001025711,0.0004922364,0.0001881114,0.0001980469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006667549,0.00006961602,0.9453795,0.0008515257,0.00002432272,0.00001618,0.0009311807,1.408177e-8,0.00004166281,0.002249881,0.01808958,0.03227984],"study_design_scores_gemma":[0.001942916,0.002250573,0.9731293,0.00009196335,0.00061166,0.000003489961,0.001287123,0.00002024287,0.0002840877,0.0002635253,0.01994213,0.000173002],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9690425,0.002701965,0.0005620946,0.01213926,0.0003452038,0.0003716462,0.00004719681,0.0001362067,0.01465393],"genre_scores_gemma":[0.994908,0.001900304,0.0003967655,0.0002603183,0.0005482995,0.00001535049,0.00003343284,0.00001869162,0.001918778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03210684,"threshold_uncertainty_score":0.5470447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0388714473513292,"score_gpt":0.3925460533691226,"score_spread":0.3536746060177934,"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."}}