{"id":"W2604310247","doi":"10.5959/eimj.v9i1.446","title":"The Trends of Use of Social Media by Medical Students","year":2017,"lang":"en","type":"article","venue":"Education in Medicine Journal","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Social media; Distraction; Medical education; Psychology; Likert scale; Sample (material); Internet privacy; Computer science; Medicine; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006111844,0.00007296016,0.0002430024,0.0001782931,0.001288683,0.0000788758,0.001132636,0.0001423178,0.001081578],"category_scores_gemma":[0.05096014,0.00005306343,0.00004337589,0.0002425327,0.001503133,0.0002729529,0.00003835299,0.0004184276,0.000002047977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002263658,"about_ca_system_score_gemma":0.003164579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004227981,"about_ca_topic_score_gemma":0.003530472,"domain_scores_codex":[0.9961244,0.0005533139,0.0007234046,0.00009524105,0.00225839,0.0002452692],"domain_scores_gemma":[0.9945481,0.003397549,0.00115223,0.0001962843,0.000447454,0.0002583597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002110072,0.0002498291,0.3605996,0.00001075399,0.00001325459,2.660122e-7,0.1133248,4.605976e-8,0.00001383803,0.002805997,0.3181352,0.2048253],"study_design_scores_gemma":[0.0003745359,0.00002651383,0.7275777,0.0001393143,0.00001428282,0.000001541151,0.02727753,7.721843e-7,0.00000666518,0.0008353839,0.2437041,0.00004160476],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8568619,0.0006576208,0.00001129807,0.1147546,0.02394022,0.0002031461,0.000001988602,0.000005239752,0.003563978],"genre_scores_gemma":[0.9885668,0.002321648,0.0001104297,0.0001853614,0.007696191,0.0000549213,0.000005209664,0.00001077308,0.001048727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3669781,"threshold_uncertainty_score":0.9998316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1523865809305112,"score_gpt":0.5445374661615277,"score_spread":0.3921508852310164,"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."}}