{"id":"W4396779138","doi":"10.2196/50551","title":"The Role of Scientific Research in Human Papillomavirus Vaccine Discussions on Twitter: Social Network Analysis","year":2024,"lang":"en","type":"article","venue":"JMIR Infodemiology","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"Alberta Health Services","keywords":"Misinformation; Social media; Social network analysis; Misrepresentation; Human papillomavirus vaccine; Social network (sociolinguistics); Computer science; World Wide Web; Data science; Medicine; Political science; Cervical cancer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.003865924,0.0002559152,0.0003911984,0.007956565,0.001105892,0.003176308,0.0003821431,0.0007459725,0.002776192],"category_scores_gemma":[0.0235415,0.0001744312,0.0005054019,0.01021988,0.0005067103,0.003307207,0.001915256,0.0005355207,0.0006528346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001174881,"about_ca_system_score_gemma":0.0008664808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004938557,"about_ca_topic_score_gemma":0.005911447,"domain_scores_codex":[0.9970123,0.001377319,0.00039907,0.0003904294,0.0005695037,0.0002513163],"domain_scores_gemma":[0.9583554,0.02990501,0.007535471,0.0008586255,0.002310217,0.00103528],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003543675,0.00008572524,0.8811913,0.001557575,0.0003386815,0.0006447196,0.03259045,0.001159798,0.003543756,0.00474216,0.007856485,0.06593496],"study_design_scores_gemma":[0.00004037089,0.0001178269,0.8724008,0.000644867,0.0003667011,0.0006330379,0.04793916,0.01471681,0.001835049,0.005296433,0.05589894,0.0001100731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737201,0.001552147,0.002414152,0.003017115,0.00009318756,0.0001589206,0.009620431,0.0000626703,0.009361352],"genre_scores_gemma":[0.9918337,0.0008743244,0.002820612,0.0002171539,0.0001510652,0.0002398467,0.002746711,0.00002554951,0.001090967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9988941,"threshold_uncertainty_score":0.02044523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07311591264179236,"score_gpt":0.4445551556415113,"score_spread":0.3714392429997189,"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."}}