{"id":"W4365444549","doi":"10.2196/preprints.47977","title":"Use of Peer-Led Web-Based Platforms for Peer-Assisted Learning Among Canadian Anesthesia Residents and Fellows: Cross-Sectional Study (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social media; Specialty; Medicine; Medical education; Cross-sectional study; Mobile apps; Descriptive statistics; Preprint; Mobile device; Family medicine; World Wide Web; Computer science","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":[0.002707038,0.0003695606,0.000441457,0.001755341,0.003498112,0.001630618,0.001153597,0.0006887222,0.00367782],"category_scores_gemma":[0.006214852,0.0008055576,0.0007774223,0.003530527,0.000828486,0.001147503,0.001235827,0.0009605675,0.0005007379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01127912,"about_ca_system_score_gemma":0.01964996,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8788782,"about_ca_topic_score_gemma":0.9179178,"domain_scores_codex":[0.9980287,0.0002166674,0.0002234338,0.0002394041,0.0008345806,0.0004571454],"domain_scores_gemma":[0.9940208,0.0007501587,0.001379489,0.0001588507,0.002535561,0.001155066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005559505,0.0002632502,0.9841869,0.0002195721,0.00004675749,0.00008827385,0.009495296,0.0000177675,0.0001466263,0.0000534426,0.001238612,0.004187907],"study_design_scores_gemma":[0.00001168966,0.0002336002,0.9814198,0.0001395699,0.00003601582,0.0001027233,0.01668799,0.0000993949,0.00007364344,0.00001052529,0.00116556,0.00001948883],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966133,0.0002457119,0.00007455167,0.0002077134,0.00001463987,0.0002434656,0.001252485,0.000006251303,0.001341931],"genre_scores_gemma":[0.9965172,0.0006867035,0.0003796191,0.0004023991,0.00001915458,0.0002816879,0.000788061,0.000005727672,0.0009195701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1211218,"threshold_uncertainty_score":0.2436701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1945712391167131,"score_gpt":0.4209071007866356,"score_spread":0.2263358616699225,"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."}}