{"id":"W2885023218","doi":"10.4314/ahs.v18i3.41","title":"Family physicians' utility of social media: a survey comparison among family medicine residents and physicians","year":2018,"lang":"en","type":"article","venue":"African Health Sciences","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; University of Toronto","funders":"","keywords":"Social media; Medicine; Family medicine; Data collection; Medical education","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.008309996,0.0001837663,0.0007025255,0.0002221346,0.00269054,0.00004654513,0.0006214277,0.0001275457,0.00004278848],"category_scores_gemma":[0.004935843,0.0001778868,0.00004528156,0.002705498,0.01295655,0.0003691011,0.00006968114,0.0002280602,0.00001011468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001761852,"about_ca_system_score_gemma":0.001581674,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2590655,"about_ca_topic_score_gemma":0.1209579,"domain_scores_codex":[0.9943243,0.001821146,0.0008157033,0.0005756867,0.001557861,0.0009052773],"domain_scores_gemma":[0.9934349,0.004601489,0.0009322654,0.0001959217,0.0005248009,0.000310591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000236525,0.0001077083,0.6065294,0.00005211373,0.000007021601,1.506091e-7,0.3403787,9.208234e-8,0.00002462377,0.00156294,0.01126029,0.04005335],"study_design_scores_gemma":[0.000165161,0.0002515189,0.8724968,0.00009862493,0.000008256312,3.811773e-8,0.1240133,0.00005679628,0.000009644073,0.0009586101,0.001816661,0.0001246403],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785256,0.0006697699,0.00003252894,0.008472662,0.003951193,0.0008675419,0.00003374504,0.00006952283,0.007377479],"genre_scores_gemma":[0.9964606,0.0002600847,0.0002278787,0.0009045298,0.002043087,0.0000711553,0.000008007977,0.00001133177,0.00001328785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2659674,"threshold_uncertainty_score":0.9986078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2421468443717355,"score_gpt":0.464310338773755,"score_spread":0.2221634944020196,"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."}}