{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003112096,0.0002212051,0.0005220096,0.0003237941,0.0008702123,0.0001213775,0.0005507649,0.0006115726,0.0002624729],"category_scores_gemma":[0.05129976,0.0001906617,0.0002325603,0.0006096127,0.000561329,0.0001900462,0.00007157279,0.0004838507,0.0001420936],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0026427,"about_ca_system_score_gemma":0.01538872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002552405,"about_ca_topic_score_gemma":0.004629978,"domain_scores_codex":[0.9961234,0.0008593713,0.001217789,0.0004664524,0.000886964,0.0004460365],"domain_scores_gemma":[0.9944504,0.002941501,0.0014843,0.0002838703,0.000575947,0.0002639626],"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":[0.000003090744,0.00006593023,0.0001461843,0.0002369253,0.00003163387,0.000007414067,0.006997838,6.0382e-9,1.763399e-8,0.01221632,0.1538065,0.8264881],"study_design_scores_gemma":[0.00002876251,0.000004531926,0.0003823082,0.001211864,0.00005792072,0.00002437784,0.0006511997,3.052686e-7,2.366539e-8,0.005172201,0.9923107,0.0001558232],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003322195,0.8727626,0.000002849033,0.01034672,0.09111694,0.001825285,0.00001446486,0.00006656138,0.02383138],"genre_scores_gemma":[0.00007441876,0.9763981,0.00008178372,0.0003870262,0.01938912,0.002540613,0.0003994736,0.00003227761,0.000697186],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8385041,"threshold_uncertainty_score":0.9901931,"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."}}