{"id":"W4391623400","doi":"10.2196/54000","title":"Using Social Listening for Digital Public Health Surveillance of Human Papillomavirus Vaccine Misinformation Online: Exploratory Study","year":2024,"lang":"en","type":"article","venue":"JMIR Infodemiology","topic":"Misinformation and Its Impacts","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Misinformation; Active listening; Public health; Social media; Public health surveillance; Health communication; Representativeness heuristic; Computer science; Internet privacy; Exploratory research; Psychology; Medicine; World Wide Web; Social psychology; Sociology; Computer security; Communication","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.009935062,0.0004154419,0.0004272688,0.002082967,0.002656178,0.002999159,0.0007937794,0.001151733,0.005387942],"category_scores_gemma":[0.04265958,0.0004975757,0.0005362076,0.00112574,0.001463076,0.004217466,0.002489415,0.001657979,0.001251468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009563764,"about_ca_system_score_gemma":0.001612624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005294693,"about_ca_topic_score_gemma":0.00700492,"domain_scores_codex":[0.9929568,0.004906703,0.0003339555,0.0004084826,0.0006867382,0.0007073618],"domain_scores_gemma":[0.9583796,0.03092816,0.004644309,0.002050868,0.002232047,0.001765101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009504387,0.01357904,0.6210112,0.0009360677,0.0001926142,0.001209863,0.2859766,0.0002298586,0.001133056,0.002089694,0.002709354,0.06998207],"study_design_scores_gemma":[0.0002436927,0.005680887,0.438959,0.0007147357,0.0003547115,0.001190677,0.5314788,0.003039702,0.001475589,0.002358502,0.01435562,0.0001481441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957356,0.00007908446,0.0003305623,0.0002011537,0.00001019704,0.0004849489,0.0001719774,0.000007075918,0.00297922],"genre_scores_gemma":[0.9960026,0.0001808229,0.001060986,0.0004386249,0.00003377931,0.001090478,0.0001449426,0.00001187139,0.001035978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009935062,"threshold_uncertainty_score":0.05254227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2456607214481626,"score_gpt":0.4823079435636305,"score_spread":0.2366472221154678,"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."}}