{"id":"W4394998739","doi":"10.2196/50958","title":"Motivators and Demotivators for COVID-19 Vaccination Based on Co-Occurrence Networks of Verbal Reasons for Vaccination Acceptance and Resistance: Repetitive Cross-Sectional Surveys and Network Analysis","year":2024,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health and Medical Research Fund; Food and Health Bureau","keywords":"Vaccination; Resistance (ecology); Random digit dialing; Psychology; Cross-sectional study; Family medicine; Medicine; Social psychology; Environmental health; Population; Immunology","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":[0.002057111,0.0002418304,0.0002391249,0.001928221,0.000440772,0.0007350603,0.0003614718,0.0003528753,0.001656742],"category_scores_gemma":[0.009450389,0.000216162,0.0004859104,0.001671718,0.0002564474,0.0009054306,0.001034014,0.0004258913,0.0001553195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007266655,"about_ca_system_score_gemma":0.000503793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01721039,"about_ca_topic_score_gemma":0.02318227,"domain_scores_codex":[0.9986334,0.0006834029,0.00013645,0.0002618727,0.000115206,0.0001696503],"domain_scores_gemma":[0.9927586,0.003280904,0.00259817,0.000350064,0.0006018631,0.0004102617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003508168,0.00002391136,0.9952298,0.000028609,0.00007171646,0.00002624098,0.001332621,0.0001792569,0.0001160126,0.00008215113,0.0001183082,0.002756349],"study_design_scores_gemma":[0.000003111046,0.00004716598,0.9919191,0.00002659772,0.0000458424,0.00005682492,0.003586517,0.003868333,0.00008328009,0.0001210743,0.0002336983,0.000008510389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986097,0.00004632248,0.0005441545,0.00004300326,0.000002435801,0.00003119637,0.0004513943,0.000003274479,0.0002685104],"genre_scores_gemma":[0.9985985,0.00005294707,0.0006710602,0.00001029974,0.000002855998,0.00006820619,0.0004661598,0.000001341494,0.0001285573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01721039,"threshold_uncertainty_score":0.03422046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03671293084593243,"score_gpt":0.3809022805995849,"score_spread":0.3441893497536525,"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."}}