{"id":"W4211221405","doi":"10.1093/cid/ciac051","title":"Go V.I.R.A.L.: Social Media Engagement Strategies in Infectious Diseases","year":2022,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; Hotel Dieu Shaver Health and Rehabilitation Centre","funders":"","keywords":"Social media; Empathy; Medicine; Health professionals; Acronym; Health care; 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":[0.0007267566,0.0002808082,0.0002362288,0.0007590041,0.001296926,0.001649159,0.0005691043,0.001968338,0.1613532],"category_scores_gemma":[0.003482357,0.0001366054,0.0002664535,0.0003951743,0.0005552576,0.0008419738,0.0022208,0.001668456,0.03636124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001327577,"about_ca_system_score_gemma":0.002653288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006135839,"about_ca_topic_score_gemma":0.008421523,"domain_scores_codex":[0.9996707,0.00009282246,0.00001406298,0.0000437047,0.00009523334,0.00008343412],"domain_scores_gemma":[0.9985821,0.0004472147,0.00005589408,0.0000398954,0.000234771,0.000640126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001216602,0.0003642721,0.001647873,0.0003754309,0.000007861738,0.0002662549,0.0005678924,0.00008141882,0.001512285,0.003134854,0.6420865,0.3498337],"study_design_scores_gemma":[0.0000971639,0.0002300704,0.01021549,0.0008862471,0.00002261233,0.0008385667,0.001058486,0.0004724026,0.0009091801,0.004614073,0.980629,0.00002668264],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01479113,0.01251226,0.005710136,0.1935399,0.00818167,0.0007562431,0.002241763,0.004572911,0.7576939],"genre_scores_gemma":[0.1620687,0.01441629,0.01242766,0.08896952,0.002154657,0.001670022,0.001592,0.001279225,0.7154219],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1613532,"threshold_uncertainty_score":0.5397803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1634575636177909,"score_gpt":0.4769269999930573,"score_spread":0.3134694363752664,"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."}}