{"id":"W4321768437","doi":"10.1016/j.amjoto.2023.103799","title":"The educational value of thyroidectomy YouTube videos for surgical trainees","year":2023,"lang":"en","type":"article","venue":"American Journal of Otolaryngology","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Calgary","funders":"","keywords":"Medicine; Thyroidectomy; Grading (engineering); Las vegas; Significant difference; General surgery; Surgery; Thyroid; Internal medicine; Pathology","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":[0.004243841,0.00009913116,0.0004381569,0.0001921166,0.0005268088,0.000006955178,0.0003712557,0.00007404265,0.0001617716],"category_scores_gemma":[0.002160103,0.00006020345,0.0001743782,0.0005307411,0.000365294,0.0003113755,0.00004756963,0.0004991617,0.00005070922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006790202,"about_ca_system_score_gemma":0.001186529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008400212,"about_ca_topic_score_gemma":0.00001122878,"domain_scores_codex":[0.9964092,0.000851098,0.00199326,0.00009948864,0.0002285079,0.0004184384],"domain_scores_gemma":[0.9896207,0.007362569,0.001864668,0.000211627,0.0007746849,0.0001657251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002484167,0.0002166552,0.8049923,0.0005116183,0.0002325207,0.000008676558,0.02209163,0.00008909713,0.0001751978,0.06502008,0.04755123,0.05662682],"study_design_scores_gemma":[0.002307447,0.001089968,0.6882793,0.0001130364,0.0000296779,0.00009268226,0.007824492,0.001514004,0.00003071514,0.005750434,0.292837,0.0001312214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982686,0.000115561,0.0007313421,0.01403263,0.0009143575,0.0004496257,0.00002985109,0.00001584598,0.001024722],"genre_scores_gemma":[0.9953008,0.0001752308,0.001623174,0.00186884,0.0006085761,0.00008229243,0.00001942446,0.00001262714,0.000309028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2452858,"threshold_uncertainty_score":0.4051841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03019860740157444,"score_gpt":0.4370844558146404,"score_spread":0.406885848413066,"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."}}