{"id":"W2106536956","doi":"10.1002/lary.20208","title":"Safety on an inpatient pediatric otolaryngology service: Many small errors, few adverse events","year":2009,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Medicine; Adverse effect; Minor (academic); Emergency medicine; Otorhinolaryngology; Medical record; Pediatrics; Medical emergency; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004947166,0.0002907662,0.0004652698,0.001251099,0.0005355084,0.0009672177,0.0004627976,0.0003112413,0.001655709],"category_scores_gemma":[0.04162333,0.000158105,0.0003288478,0.001582322,0.0009407238,0.0007984396,0.001217305,0.0004237032,0.0002988455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001112181,"about_ca_system_score_gemma":0.001757744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002417757,"about_ca_topic_score_gemma":0.003943531,"domain_scores_codex":[0.9871216,0.003042274,0.003084778,0.001172386,0.005113784,0.0004651071],"domain_scores_gemma":[0.9112076,0.02420985,0.05023319,0.002649139,0.009652989,0.002047312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008674678,0.00001669348,0.9838281,0.0001732324,0.00003443083,0.0001981647,0.0002346097,0.00006100785,0.0002766863,0.00004176797,0.0004621507,0.01458646],"study_design_scores_gemma":[0.000005302931,0.0001901482,0.9957313,0.0001505852,0.00004206391,0.001399334,0.0007478924,0.0001959474,0.0005794783,0.00007098857,0.0008801365,0.00000671947],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923995,0.00141829,0.001666532,0.0008322407,0.0000668224,0.00008829596,0.0007743661,0.00004698267,0.002706945],"genre_scores_gemma":[0.9980659,0.0003447754,0.0009083212,0.0001903076,0.0000475228,0.00001837397,0.0002701344,0.00001048978,0.0001441989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004947166,"threshold_uncertainty_score":0.02616346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04888058734621455,"score_gpt":0.3649730682834653,"score_spread":0.3160924809372508,"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."}}