{"id":"W2624136507","doi":"10.2147/amep.s112594","title":"Social media as an open-learning resource in medical education: current perspectives","year":2017,"lang":"en","type":"review","venue":"Advances in Medical Education and Practice","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":108,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Social media; Scopus; Empirical research; Inclusion (mineral); Medical education; Resource (disambiguation); Psychology; MEDLINE; Medical literature; Empirical evidence; Medicine; Computer science; World Wide Web; Social psychology; Political science","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01184471,0.000352727,0.001112198,0.0004299816,0.001233826,0.0004133447,0.001785189,0.0009507096,0.001593064],"category_scores_gemma":[0.4585016,0.0003586995,0.00007484465,0.0008972028,0.001190479,0.002792309,0.0002371798,0.003053812,0.00006379938],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001082949,"about_ca_system_score_gemma":0.06707948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003594388,"about_ca_topic_score_gemma":0.0080828,"domain_scores_codex":[0.9877619,0.00762688,0.00106196,0.000908108,0.002064318,0.0005768051],"domain_scores_gemma":[0.973024,0.02267962,0.001761675,0.0004813446,0.0004908951,0.001562452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002076752,0.001380706,0.00006227256,0.0009345331,0.000005990946,0.000004113717,0.08899805,1.392152e-8,2.720187e-10,0.03710299,0.001069997,0.8704206],"study_design_scores_gemma":[0.0002153556,0.00003406278,0.00009889795,0.0069059,0.00007178471,0.00003405808,0.09761735,0.00000121818,1.522088e-9,0.002685068,0.8920197,0.0003165878],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002894907,0.905719,0.00000212854,0.03340525,0.009606646,0.001645591,0.000001321835,0.00003849566,0.04955255],"genre_scores_gemma":[0.0001206266,0.9872512,0.0003785221,0.001144211,0.008247374,0.002497121,0.0001334877,0.00004307898,0.0001844391],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8909497,"threshold_uncertainty_score":0.9998865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.233393123429935,"score_gpt":0.6444263096523045,"score_spread":0.4110331862223695,"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."}}