{"id":"W4311525856","doi":"10.1093/ofid/ofac492.169","title":"2362. Adoption and Utilization of Social Media among Adult and Pediatric Infectious Diseases Divisions and Fellowship Programs in the United States and Canada","year":2022,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social media; Medicine; Pandemic; Coronavirus disease 2019 (COVID-19); Family medicine; Infectious disease (medical specialty); Disease; World Wide Web; Internal medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002729968,0.0003054278,0.0005656441,0.005507594,0.001388164,0.001424003,0.001220501,0.0004683624,0.003032455],"category_scores_gemma":[0.01162781,0.0003487751,0.001275782,0.01093776,0.0007299327,0.0007509649,0.001412755,0.0004977515,0.0002146676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01786515,"about_ca_system_score_gemma":0.05883436,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9601184,"about_ca_topic_score_gemma":0.9797273,"domain_scores_codex":[0.9964126,0.0005296539,0.0006250938,0.000501449,0.001389413,0.0005418116],"domain_scores_gemma":[0.9893991,0.001877072,0.003723296,0.0002083767,0.003692177,0.00109998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002272825,0.00006752722,0.9123487,0.01358545,0.0009385742,0.0001325741,0.002287061,0.0001658032,0.0001808082,0.0003552285,0.01102866,0.05868245],"study_design_scores_gemma":[0.00005273045,0.00009025716,0.9765235,0.007657083,0.0007519949,0.0001377944,0.003939023,0.000348164,0.0001509791,0.00006863868,0.01024438,0.00003545439],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7745367,0.06338464,0.0005342574,0.002667555,0.0001456849,0.001772846,0.1391075,0.00009704346,0.01775384],"genre_scores_gemma":[0.9613473,0.02293651,0.001422656,0.0009572605,0.00003530358,0.0009128487,0.01105753,0.00001828869,0.001312333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03988165,"threshold_uncertainty_score":0.1296213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0454198132141497,"score_gpt":0.3261451366069639,"score_spread":0.2807253233928142,"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."}}