{"id":"W2772148443","doi":"10.7759/cureus.1930","title":"Podcast Use in Undergraduate Medical Education","year":2017,"lang":"en","type":"article","venue":"Cureus","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McMaster University","funders":"","keywords":"Medicine; Medical education; Active listening; Preference; Test (biology); Population; Family medicine; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0007154148,0.00005129091,0.000083094,0.00003569555,0.0006826594,0.0001509197,0.0003898194,0.0001467091,0.0002311606],"category_scores_gemma":[0.03086848,0.00005619816,0.00001977812,0.00008051656,0.0002640451,0.0005109284,0.00003150655,0.000144927,0.00008628232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003604192,"about_ca_system_score_gemma":0.003079426,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09569556,"about_ca_topic_score_gemma":0.1776302,"domain_scores_codex":[0.9988995,0.0001614396,0.0001489854,0.0001438601,0.0004049225,0.0002413596],"domain_scores_gemma":[0.9988171,0.000449085,0.0001183282,0.0002857123,0.00008358007,0.0002462124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004701277,0.0002439782,0.7390187,0.00001120277,0.000003425982,0.000002869329,0.01731515,1.000853e-7,0.000002581651,0.12161,0.008300261,0.1134871],"study_design_scores_gemma":[0.0001596305,0.00001131264,0.7098984,0.0000768125,0.00000410995,5.727578e-7,0.002742079,0.0000110328,0.000004716442,0.01163475,0.2753452,0.0001114217],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8473952,0.0003011931,0.0000155897,0.1053511,0.01877627,0.0006619904,0.000001091786,0.00005327372,0.02744433],"genre_scores_gemma":[0.9963918,0.0005285122,0.000293982,0.0004994905,0.00168769,0.0001834555,0.000003711924,0.000007553756,0.0004037744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.267045,"threshold_uncertainty_score":0.9772949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1769671787582106,"score_gpt":0.4791699095429373,"score_spread":0.3022027307847267,"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."}}