{"id":"W4400984021","doi":"10.2196/51909","title":"Infodemics and Vaccine Confidence: Protocol for Social Listening and Insight Generation to Inform Action","year":2024,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Misinformation; Thematic analysis; Social media; Snowball sampling; Psychology; Public relations; Medicine; Qualitative research; Political science; Sociology","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":[0.09927446,0.003818138,0.003604762,0.007900142,0.01018208,0.007572814,0.005974856,0.007866726,0.1835561],"category_scores_gemma":[0.1499387,0.003548725,0.005801408,0.009964712,0.005991202,0.007241397,0.01070846,0.01319771,0.0356473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01305066,"about_ca_system_score_gemma":0.06553761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007463377,"about_ca_topic_score_gemma":0.01432117,"domain_scores_codex":[0.9473633,0.03388045,0.007266865,0.00287702,0.004934689,0.00367767],"domain_scores_gemma":[0.8476338,0.0687635,0.006397927,0.02277945,0.04902299,0.005402389],"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":[0.0122507,0.007759026,0.002204597,0.07508476,0.0003035416,0.001421093,0.06059239,0.004320547,0.004203669,0.05043321,0.4209844,0.360442],"study_design_scores_gemma":[0.02874488,0.003300147,0.005954387,0.0420742,0.0003833458,0.0003055542,0.04420187,0.004237183,0.005376128,0.05671673,0.8080922,0.0006133614],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001043098,0.00009548468,0.006410325,0.0006945927,0.0003558771,0.9822677,0.003765028,0.0002653144,0.005102684],"genre_scores_gemma":[0.0004241739,0.00004618959,0.007396071,0.0001139296,0.000009060321,0.9912293,0.0002251768,0.00001343841,0.0005426854],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1835561,"threshold_uncertainty_score":0.6140562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1098154056916829,"score_gpt":0.428679978620559,"score_spread":0.3188645729288762,"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."}}