{"id":"W2794124299","doi":"10.1016/j.ekir.2018.02.003","title":"The Social Media Revolution in Nephrology Education","year":2018,"lang":"en","type":"review","venue":"Kidney International Reports","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":118,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"U.S. Department of Veterans Affairs","keywords":"Social media; Mentorship; Medicine; Internship; Promotion (chess); Professional development; Medical education; Nephrology; Public relations; Internal medicine; Multimedia; World Wide Web; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002050666,0.0006228749,0.0006404475,0.00350811,0.0007526209,0.002135697,0.0006027561,0.002245212,0.004373122],"category_scores_gemma":[0.004692487,0.0002144227,0.0006432576,0.003205892,0.001794351,0.003427662,0.001840772,0.002973416,0.001115297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001607583,"about_ca_system_score_gemma":0.003114674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002420864,"about_ca_topic_score_gemma":0.003906793,"domain_scores_codex":[0.9989262,0.0004197786,0.0001091054,0.0001040255,0.0003594884,0.00008134326],"domain_scores_gemma":[0.9960839,0.002972981,0.0002451587,0.00007548233,0.0004048773,0.000217541],"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":[0.00002988192,0.00006559422,0.0003162037,0.02191774,0.00008379969,0.0001667689,0.0005061174,0.0001860208,0.0003645189,0.02010912,0.0336977,0.9225566],"study_design_scores_gemma":[0.000006857183,0.00004000078,0.00101441,0.0108897,0.00004578504,0.0004613404,0.0003046062,0.00003930446,0.0001887692,0.003925481,0.9830658,0.00001797786],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001690143,0.9936009,0.0001250315,0.002788394,0.0005043133,0.00000833144,0.00001064852,0.000008060398,0.002785359],"genre_scores_gemma":[0.002058869,0.9952503,0.0002131839,0.001105094,0.0007049567,0.00001211135,0.00001044558,0.000002670814,0.0006423689],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004373122,"threshold_uncertainty_score":0.0146296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1211527088687865,"score_gpt":0.4780637781105244,"score_spread":0.3569110692417379,"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."}}