{"id":"W3117057013","doi":"10.1177/0003134820972979","title":"Social Media in Surgery","year":2020,"lang":"en","type":"article","venue":"The American Surgeon","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mentorship; Social media; Outreach; Public relations; Online community; Power (physics); Business; Internet privacy; Medical education; Sociology; Political science; Medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002876429,0.0004006966,0.0003853749,0.002985263,0.002778448,0.009078107,0.0005139129,0.004164257,0.016543],"category_scores_gemma":[0.01046807,0.0002149298,0.0003230226,0.002801453,0.005241643,0.007999259,0.003482233,0.004765945,0.002868845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002404196,"about_ca_system_score_gemma":0.003062419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003696932,"about_ca_topic_score_gemma":0.004757439,"domain_scores_codex":[0.9972479,0.001459761,0.0001324494,0.0002131405,0.0006570082,0.0002897564],"domain_scores_gemma":[0.984806,0.01042721,0.001571038,0.000350223,0.0009646828,0.001880934],"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":[0.0001000816,0.0001097687,0.009696707,0.002257809,0.00006183339,0.001057315,0.01164562,0.0003372904,0.0004224427,0.2513275,0.2753841,0.4475996],"study_design_scores_gemma":[0.00001328037,0.00009081364,0.009169518,0.004476909,0.00002595748,0.001284375,0.007601667,0.0002145456,0.000181162,0.0685531,0.9083254,0.00006327407],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01349307,0.3213357,0.002296283,0.3947069,0.01270054,0.00007343972,0.0005179778,0.0002088009,0.2546673],"genre_scores_gemma":[0.3600866,0.4771167,0.002712384,0.06403594,0.03279223,0.0001936554,0.0003453341,0.0001654869,0.06255165],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.016543,"threshold_uncertainty_score":0.05534184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1946967788182231,"score_gpt":0.4028405368494426,"score_spread":0.2081437580312195,"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."}}