{"id":"W1449940512","doi":"10.1016/j.jsurg.2015.07.011","title":"Objective Evaluation of Otoscopy Skills Among Family and Community Medicine, Pediatric, and Otolaryngology Residents","year":2015,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Ear Surgery and Otitis Media","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Otorhinolaryngology; Otology; Primary care; Family medicine; Test (biology); Head and neck surgery; Physical therapy; Surgery","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":[0.0041664,0.00007917007,0.0003486729,0.0002414141,0.0000480301,0.000005763949,0.00004291104,0.00009796737,0.00003219654],"category_scores_gemma":[0.003112221,0.00005965685,0.00003228725,0.0001664695,0.0001754736,0.0001955333,0.00001978547,0.0004381531,0.000001042927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006996197,"about_ca_system_score_gemma":0.0007483402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003053067,"about_ca_topic_score_gemma":0.00001487499,"domain_scores_codex":[0.9980649,0.0007862425,0.0004512916,0.000072112,0.0005386757,0.00008680216],"domain_scores_gemma":[0.997247,0.0007223813,0.0004292815,0.0001058918,0.001233561,0.0002618886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002061379,0.0004027857,0.9894508,0.00006184134,0.00002669394,0.000009995743,0.003687043,0.000001611236,0.0001388664,0.00002459833,0.002189684,0.003799989],"study_design_scores_gemma":[0.001818383,0.0006758955,0.9913093,0.0002553914,0.00031667,0.0003653966,0.003860826,0.00001934397,0.0001103186,0.001125929,0.00009589596,0.00004663315],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926167,0.003549511,0.000007327268,0.0004384603,0.000804768,0.0001790272,8.775098e-7,0.000003061273,0.002400266],"genre_scores_gemma":[0.9976426,0.001447634,0.0001807573,0.0001060148,0.0005513891,0.000003201136,0.000005651346,0.000006373763,0.00005632539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005025951,"threshold_uncertainty_score":0.3725844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03988954612187835,"score_gpt":0.3591714664844313,"score_spread":0.319281920362553,"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."}}