{"id":"W4312160083","doi":"10.1016/j.amjoto.2022.103773","title":"Multi-institutional search for patient factors associated with adverse events following tracheotomy","year":2022,"lang":"en","type":"article","venue":"American Journal of Otolaryngology","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Tracheotomy; Adverse effect; Intensive care medicine; MEDLINE; Surgery; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0002905921,0.000142636,0.0004893218,0.000199127,0.0002435676,0.000001796053,0.0001214528,0.00002792425,0.00008368544],"category_scores_gemma":[0.0001043784,0.0001026556,0.0003199172,0.0002935716,0.00016451,0.00008343213,0.00003425074,0.0004583149,0.000001010896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002273635,"about_ca_system_score_gemma":0.0004140983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006110231,"about_ca_topic_score_gemma":0.00001052564,"domain_scores_codex":[0.9986134,0.0001636512,0.0003585365,0.0001552867,0.000405311,0.0003038575],"domain_scores_gemma":[0.9991018,0.0001645084,0.0003431871,0.00008536736,0.0001310329,0.0001741512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001132125,0.001238756,0.9872026,0.00001224786,0.0007736147,0.0002654024,0.001392647,0.00136917,0.001432502,0.00002535414,0.00004078555,0.005114754],"study_design_scores_gemma":[0.007501452,0.01292104,0.9695348,0.00005316703,0.0003090524,0.000427949,0.006877013,0.000506848,0.0002629023,0.000009570022,0.001403035,0.0001931968],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968733,0.00006471503,0.001860687,0.0005672628,0.0001966339,0.0003589753,0.00002878482,0.00001493983,0.00003473589],"genre_scores_gemma":[0.997489,0.000002567357,0.001911301,0.0004356181,0.00002751369,0.00002901833,0.00004778947,0.00001999091,0.00003721674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01766787,"threshold_uncertainty_score":0.4186173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02355867682511703,"score_gpt":0.2812636492330955,"score_spread":0.2577049724079785,"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."}}