{"id":"W2967659089","doi":"10.1177/2474126419856464","title":"Educational Impact of a Podcast Covering Vitreoretinal Topics: 1-Year Survey Results","year":2019,"lang":"en","type":"article","venue":"Journal of VitreoRetinal Diseases","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Respondent; Quarter (Canadian coin); Demographics; Active listening; Medical education; Psychology; Medicine; Family medicine; Demography; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001676654,0.0001555745,0.0004124196,0.0002347445,0.0001631225,0.00006539175,0.0003950596,0.00009596911,0.0008303546],"category_scores_gemma":[0.0136073,0.0001400602,0.0003510454,0.0004939205,0.0003324843,0.0003763597,0.00003396388,0.000250556,0.00003626469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005487005,"about_ca_system_score_gemma":0.003801265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00355278,"about_ca_topic_score_gemma":0.0001479634,"domain_scores_codex":[0.9968976,0.0007335706,0.0008409871,0.0001863845,0.0009679624,0.0003735291],"domain_scores_gemma":[0.9938014,0.003169148,0.001169467,0.0001948245,0.00120087,0.0004642774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001288583,0.0003752596,0.9872939,0.0000607732,0.00005864881,0.000003646498,0.003618587,0.00002970663,0.0001362133,0.003333283,0.001721318,0.002080087],"study_design_scores_gemma":[0.0007236266,0.0004678507,0.9938971,0.0001923766,0.00004805832,0.00000709014,0.0014529,0.000007499284,0.00003698613,0.001411531,0.001616838,0.0001381208],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915634,0.0003813684,0.0000057099,0.001977729,0.002781898,0.000384293,0.0002069298,0.000009762576,0.002688871],"genre_scores_gemma":[0.9968652,0.000184306,0.0003903845,0.00003696033,0.002315853,0.00001032568,0.00003927171,0.00001648474,0.0001412853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01193064,"threshold_uncertainty_score":0.9947015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04335510125263427,"score_gpt":0.4053277333241126,"score_spread":0.3619726320714783,"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."}}