{"id":"W2144199925","doi":"10.1136/postgradmedj-2015-133686","title":"Social media in medical education: a new pedagogical paradigm?","year":2015,"lang":"en","type":"review","venue":"Postgraduate Medical Journal","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Social media; Medical education; Data science; World Wide Web; Bioinformatics; Computer 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":["research_integrity"],"category_scores_codex":[0.01212128,0.0006090206,0.002598627,0.0007383795,0.0007689637,0.0002699174,0.002191217,0.002302134,0.005478591],"category_scores_gemma":[0.1072316,0.0005119342,0.0006497672,0.001927457,0.001083378,0.0002851206,0.0001671629,0.005537464,0.0006331049],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00279272,"about_ca_system_score_gemma":0.198374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001730795,"about_ca_topic_score_gemma":0.004406719,"domain_scores_codex":[0.9823801,0.004591846,0.002477871,0.0006331113,0.008419353,0.001497726],"domain_scores_gemma":[0.9829032,0.006926885,0.001206522,0.000301576,0.0004798759,0.008181919],"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":[0.000009214941,0.0003225628,0.00003693447,0.000549575,0.00003395499,0.0002125202,0.02449772,4.216747e-9,2.235921e-10,0.006555835,0.07127535,0.8965063],"study_design_scores_gemma":[0.0004990331,0.00003489653,0.00006818297,0.007634336,0.0002258816,0.000600939,0.001955894,0.000001141708,1.844915e-9,0.0111579,0.9773512,0.0004705766],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000042476,0.9008375,0.00001385242,0.07170182,0.02188882,0.00126525,0.000004973474,0.00008529165,0.00416004],"genre_scores_gemma":[0.00002247393,0.9459202,0.0001443321,0.001038813,0.05210556,0.0003508737,0.00008323022,0.00008137882,0.0002531246],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9060759,"threshold_uncertainty_score":0.9997332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5523824550108773,"score_gpt":0.5857513775596639,"score_spread":0.03336892254878654,"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."}}