{"id":"W4393153006","doi":"10.1016/j.jhsg.2024.02.009","title":"Evaluation of Educational YouTube Videos for Distal Radius Fracture Treatment","year":2024,"lang":"en","type":"article","venue":"Journal of Hand Surgery Global Online","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Distal radius fracture; RADIUS; Fracture (geology); Computer science; Medicine; Materials science; Computer security; Composite material; Surgery; Wrist","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005269525,0.0001242621,0.0004119623,0.000136697,0.0002213297,0.00002779174,0.000079406,0.0001303241,0.0009574372],"category_scores_gemma":[0.002079047,0.00007950776,0.0002928555,0.0002370553,0.00003667739,0.0007432569,0.0000109202,0.0002085173,0.00001113478],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009593301,"about_ca_system_score_gemma":0.005943703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005302447,"about_ca_topic_score_gemma":0.00005527719,"domain_scores_codex":[0.9964169,0.0004560645,0.002134949,0.0001087022,0.0006552247,0.0002281937],"domain_scores_gemma":[0.9948595,0.0019001,0.0008942846,0.0001325444,0.002045445,0.0001681193],"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":[0.001762628,0.002012405,0.2069529,0.002662257,0.0006650442,0.00000561149,0.004939747,0.0007369958,0.00007164641,0.002145146,0.1764153,0.6016303],"study_design_scores_gemma":[0.002447809,0.0004133629,0.1825875,0.001814075,0.00054062,0.00004671645,0.001163409,0.02510108,0.00008563833,0.009848946,0.7757299,0.000220958],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746146,0.005008466,0.002932385,0.0103119,0.004024197,0.0007035993,0.001644701,0.000009907493,0.0007502101],"genre_scores_gemma":[0.9955387,0.0001717407,0.001264858,0.0009597664,0.001446158,0.00002946056,0.0003836248,0.000007569753,0.0001981356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6014094,"threshold_uncertainty_score":0.9999558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1137671276638229,"score_gpt":0.5160034489590164,"score_spread":0.4022363212951935,"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."}}