{"id":"W6884635538","doi":"10.11575/prism/44076","title":"Otolaryngology-Head and Neck Surgery clinical electives in undergraduate medicine: a cross-sectional observational study","year":2022,"lang":"en","type":"other","venue":"University of Calgary","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Otorhinolaryngology; Observational study; Medical school; Head and neck surgery; Residency training","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002429266,0.0002215927,0.0004385831,0.001013269,0.0008872781,0.0009430179,0.0005627394,0.0005523699,0.002078725],"category_scores_gemma":[0.005587577,0.0005247116,0.0003398301,0.001663014,0.0005130691,0.0009469196,0.001070094,0.0007472016,0.0003903377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001143452,"about_ca_system_score_gemma":0.001836305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01647649,"about_ca_topic_score_gemma":0.029756,"domain_scores_codex":[0.9978581,0.0005263688,0.0002935005,0.0003582734,0.0005500286,0.0004136941],"domain_scores_gemma":[0.9940084,0.001224492,0.00252817,0.0001437424,0.0005565741,0.001538515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003374112,0.0001685478,0.9979172,0.00003310559,0.00001311365,0.00007672632,0.0007518595,0.000006871798,0.00009413175,0.00001147416,0.0001235643,0.000769609],"study_design_scores_gemma":[0.00001005539,0.0003993516,0.9931524,0.00003791068,0.00001388331,0.0002927244,0.005598719,0.00007918742,0.00003959765,0.00001095114,0.0003580106,0.000007158016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993454,0.0001127731,0.00004496607,0.00003742705,0.000004971699,0.00005485347,0.0001710347,0.000001043326,0.0002274973],"genre_scores_gemma":[0.9992212,0.0001757567,0.00009593683,0.0001186232,0.000009713655,0.00005893622,0.0002043078,0.000001599749,0.000113772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01647649,"threshold_uncertainty_score":0.03276116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0819788801346851,"score_gpt":0.3316527162236911,"score_spread":0.249673836089006,"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."}}