{"id":"W4394852798","doi":"10.1055/s-0044-1786045","title":"The Usefulness of YouTube Videos Related to Endoscopic Sinus Surgery for Surgical Residents","year":2024,"lang":"en","type":"article","venue":"Journal of Neurological Surgery Part B Skull Base","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; McGill University Health Centre; University of Calgary; University of Toronto; Western University","funders":"","keywords":"Endoscopic sinus surgery; Medicine; 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":[0.003344365,0.0002342036,0.0008719542,0.0004399097,0.0001817239,0.00006505353,0.0001663502,0.0002186954,0.000312987],"category_scores_gemma":[0.006206442,0.000143041,0.0007577625,0.0008007864,0.0001327061,0.0001511579,0.00003865399,0.0006199801,0.00002837225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008973829,"about_ca_system_score_gemma":0.0009300599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001535728,"about_ca_topic_score_gemma":0.000001667882,"domain_scores_codex":[0.9957454,0.0006065428,0.002052513,0.0003501313,0.0007547663,0.0004906931],"domain_scores_gemma":[0.9642361,0.0334986,0.0004834054,0.0003810512,0.0008741544,0.0005266268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004437385,0.0004322902,0.9071782,0.0005686188,0.0002024859,0.003841097,0.0002205484,0.0007990394,0.0001484312,0.0002738516,0.07563115,0.006266879],"study_design_scores_gemma":[0.001822662,0.002246182,0.8693627,0.001904629,0.0004724443,0.003475722,0.0002030907,0.001795864,0.002702992,0.001402564,0.1141628,0.0004484065],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9617404,0.001512013,0.00003884754,0.03114952,0.004938066,0.0005128038,0.00003060809,0.00005376687,0.00002391253],"genre_scores_gemma":[0.9974161,0.0001830143,0.00005526501,0.001225879,0.0007716594,0.00005046117,0.00001862869,0.00003929407,0.0002397349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03853161,"threshold_uncertainty_score":0.7430139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09104391408199625,"score_gpt":0.3541851204718177,"score_spread":0.2631412063898215,"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."}}