{"id":"W3120434065","doi":"10.5811/westjem.2020.10.49135","title":"Residents’ Perceptions of Effective Features of Educational Podcasts","year":2021,"lang":"en","type":"article","venue":"Western Journal of Emergency Medicine","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Perception; Medical education; Psychology; Mathematics education; Computer science; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005146572,0.000210123,0.0002120786,0.0005415159,0.0009132056,0.001683185,0.0003928323,0.0007237473,0.002274809],"category_scores_gemma":[0.02272586,0.0001856622,0.0002047002,0.0002955302,0.001406124,0.001079424,0.002009871,0.000651615,0.0001754807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007010634,"about_ca_system_score_gemma":0.001002693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006707848,"about_ca_topic_score_gemma":0.001149081,"domain_scores_codex":[0.9972672,0.001608219,0.0001733745,0.00009627205,0.000579089,0.0002759276],"domain_scores_gemma":[0.9871389,0.008626469,0.001661529,0.0003182647,0.001073316,0.001181437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009422531,0.0004138951,0.1450009,0.002496755,0.0000906963,0.001782782,0.6469892,0.0007309108,0.01361129,0.002763704,0.004397453,0.1807803],"study_design_scores_gemma":[0.00008875992,0.0024677,0.1949834,0.001309691,0.0001983073,0.002575419,0.7373132,0.001093286,0.005964228,0.001075123,0.05277666,0.0001541693],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945292,0.0003244881,0.001009991,0.000649057,0.00004064207,0.00003375467,0.00003697364,0.00002644517,0.003349501],"genre_scores_gemma":[0.9986765,0.0001967982,0.0006298149,0.00008676857,0.00001424665,0.00002011114,0.00001518993,0.00000516073,0.0003553374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005146572,"threshold_uncertainty_score":0.02721804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08115077679297705,"score_gpt":0.4643988836792985,"score_spread":0.3832481068863215,"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."}}