{"id":"W2789995235","doi":"10.1016/j.amjsurg.2018.02.011","title":"Social media in the mentorship and networking of physicians: Important role for women in surgical specialties","year":2018,"lang":"en","type":"article","venue":"The American Journal of Surgery","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":124,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Mentorship; Social media; Medicine; Medical education; World Wide Web; 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":[],"consensus_categories":[],"category_scores_codex":[0.009344267,0.00006210599,0.0003812064,0.0001199471,0.0001915861,0.0000218297,0.0001953637,0.00002684043,0.000008315013],"category_scores_gemma":[0.001937912,0.00004166565,0.0000711996,0.0006594838,0.001244757,0.00009572232,0.00001097653,0.0001565254,1.885639e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001771742,"about_ca_system_score_gemma":0.0004120849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007600273,"about_ca_topic_score_gemma":0.001426257,"domain_scores_codex":[0.9978131,0.0008417441,0.0005353349,0.00006571032,0.0003717099,0.000372391],"domain_scores_gemma":[0.9841576,0.01468361,0.0009304423,0.00005574109,0.0001254766,0.00004718332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003390782,0.00007091591,0.2139793,0.000008767574,0.00001501166,0.000003080382,0.6367812,2.945194e-7,0.000007298369,0.0005531639,0.0003985901,0.1478433],"study_design_scores_gemma":[0.0001976389,0.00009173142,0.543559,0.00007624506,0.00001178313,0.000002722803,0.4234023,0.000005517418,0.0000105238,0.01388622,0.01866616,0.00009024033],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929637,0.0004972963,7.08962e-7,0.004514596,0.001631781,0.0001660594,0.000001059771,0.000002106108,0.0002226666],"genre_scores_gemma":[0.9904557,0.0008499472,0.00001113233,0.0001461046,0.008490756,0.00003841156,2.578867e-7,0.000006336785,0.000001372429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3295797,"threshold_uncertainty_score":0.4586357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1120505436272764,"score_gpt":0.3802579092846451,"score_spread":0.2682073656573687,"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."}}