{"id":"W4403329844","doi":"10.2196/58991","title":"A Texting- and Internet-Based Self-Reporting System for Enhanced Vaccine Safety Surveillance With Insights From a Large Integrated Health Care System in the United States: Prospective Cohort Study","year":2024,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine; Cohort; Vaccination; Health care; mHealth; Prospective cohort study; Ethnic group; The Internet; Demography; Psychological intervention; Nursing; Internal medicine","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":[0.006035993,0.0005688778,0.0003716398,0.001145738,0.0008423413,0.001070503,0.0008507253,0.0005831948,0.001290157],"category_scores_gemma":[0.006704968,0.0006127055,0.0008272164,0.001686768,0.000333301,0.001025726,0.00119944,0.0009658865,0.0003989029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009798267,"about_ca_system_score_gemma":0.001910069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03205946,"about_ca_topic_score_gemma":0.04399046,"domain_scores_codex":[0.9967302,0.001516542,0.0002934107,0.000500108,0.0006163627,0.0003434735],"domain_scores_gemma":[0.9943724,0.0008132169,0.002218465,0.0008169488,0.001055384,0.0007236057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006776303,0.0001393258,0.9981177,0.00001000772,0.0000551543,0.00002140137,0.0002078605,0.00001814956,0.00007720757,0.000008192312,0.0002417188,0.001035504],"study_design_scores_gemma":[0.00003155334,0.000286048,0.9983186,0.0000178527,0.00005307583,0.00008301518,0.000513024,0.0003153311,0.00005416872,0.000007205022,0.0003134607,0.00000673569],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997186,0.00007800234,0.0003730391,0.00007980149,0.00001039711,0.0002315044,0.001687812,0.000009587541,0.0003438503],"genre_scores_gemma":[0.9955204,0.0001244869,0.00119629,0.0001323055,0.00002541717,0.0003976318,0.002349135,0.000009222817,0.0002451259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03205946,"threshold_uncertainty_score":0.06374574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01849499698955796,"score_gpt":0.3451022426654006,"score_spread":0.3266072456758427,"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."}}