{"id":"W6977284825","doi":"10.71842/5nxv-4y57","title":"CWS-Ontario HADMU Recordings - 2022","year":2023,"lang":"en","type":"dataset","venue":"BirdsCanada_Repo","topic":"Medical Education and Admissions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Noise (video); Electrodiagnosis; Process (computing)","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":[0.0006105214,0.00270188,0.001165867,0.00375677,0.001330374,0.0022602,0.002398717,0.002327531,0.1055123],"category_scores_gemma":[0.004175305,0.0007547947,0.001286466,0.006388475,0.0007145664,0.0007467318,0.001506994,0.001265078,0.1393286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00553076,"about_ca_system_score_gemma":0.008841353,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5782673,"about_ca_topic_score_gemma":0.7793416,"domain_scores_codex":[0.9991392,0.00007351131,0.0000444605,0.000231487,0.0002535249,0.0002577867],"domain_scores_gemma":[0.9976255,0.0003385823,0.0001669886,0.0004830809,0.0009797791,0.0004060394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004025744,0.000008432119,0.0004578487,0.000158524,0.00001069173,0.00001027686,0.00001378807,0.0001634856,0.00006924808,0.0001425739,0.9975006,0.001424281],"study_design_scores_gemma":[0.0002425635,0.00001916232,0.01093424,0.0002219899,0.00002674822,0.00004170407,0.0001366931,0.00122753,0.0003995827,0.0008222607,0.9858885,0.00003899898],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001734862,0.00004193161,0.00004037457,0.00005276428,0.00002929155,0.00001003866,0.9981422,0.0004293588,0.001080453],"genre_scores_gemma":[0.000426396,0.00004069774,0.0001838295,0.00002828481,0.000009344629,0.00003272136,0.9969622,0.00008048107,0.002235931],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.4217327,"threshold_uncertainty_score":0.8484328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03152005795431945,"score_gpt":0.3152450494404768,"score_spread":0.2837249914861574,"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."}}