{"id":"W1512092148","doi":"10.1002/lary.24875","title":"Otolaryngology–head and neck surgery in undergraduate medical education: Advances and innovations","year":2014,"lang":"en","type":"review","venue":"The Laryngoscope","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Curriculum; Medical education; Otorhinolaryngology; Graduate medical education; Medicine; Standardization; Inclusion (mineral); Psychology; Computer science; Pedagogy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0269821,0.0002930796,0.0002429902,0.002266372,0.0007686844,0.004546416,0.001170556,0.001389953,0.002548509],"category_scores_gemma":[0.04162076,0.0002278032,0.0004052128,0.002315882,0.002849238,0.003805062,0.002355767,0.001420514,0.0004134213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003958619,"about_ca_system_score_gemma":0.01979764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001374393,"about_ca_topic_score_gemma":0.002575634,"domain_scores_codex":[0.9896491,0.00475501,0.001455284,0.0007013155,0.002820619,0.0006186874],"domain_scores_gemma":[0.954385,0.02883818,0.005581505,0.002053435,0.006537976,0.002603868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000150087,0.0007117615,0.04391237,0.006823566,0.00005880371,0.000202176,0.003180658,0.001136443,0.00159361,0.02838631,0.007565893,0.9062783],"study_design_scores_gemma":[0.0003075801,0.004697675,0.291921,0.04240349,0.0006140087,0.002977097,0.03591916,0.005523982,0.01333277,0.06841948,0.5336553,0.0002285059],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.3280432,0.3181603,0.01965765,0.2568477,0.01014484,0.001551118,0.0005781443,0.000186529,0.06483064],"genre_scores_gemma":[0.8041413,0.1333881,0.04079482,0.01358669,0.003941895,0.0005706577,0.0003327375,0.00002934026,0.003214468],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0269821,"threshold_uncertainty_score":0.1426967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04894184641176131,"score_gpt":0.3802994725944902,"score_spread":0.3313576261827288,"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."}}