{"id":"W7008901949","doi":"","title":"Consumer reported digital immunization records : feasibility, applicability, and public health utility in the Canadian context","year":2024,"lang":"en","type":"article","venue":"Open Archive (Karolinska Institutet)","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immunization; Context (archaeology); Public health; Vaccination; mHealth; Public health surveillance; Psychological intervention","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02562292,0.0006731559,0.001020369,0.00435517,0.006715816,0.007518394,0.003611185,0.001144425,0.004118923],"category_scores_gemma":[0.0976181,0.000796832,0.001365556,0.01432721,0.003272732,0.002604593,0.003270105,0.001951908,0.0002995461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.104807,"about_ca_system_score_gemma":0.197066,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9965348,"about_ca_topic_score_gemma":0.9974014,"domain_scores_codex":[0.973838,0.004817251,0.001701512,0.002261378,0.01444835,0.002933437],"domain_scores_gemma":[0.9110427,0.0209992,0.007748368,0.003121346,0.05324286,0.003845469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006787373,0.0003939946,0.7433506,0.00313634,0.0004877553,0.0003199314,0.02200611,0.0006975161,0.0003566344,0.004687242,0.01769914,0.2061861],"study_design_scores_gemma":[0.0001635811,0.0003480708,0.9513029,0.002466018,0.0004768019,0.0001481169,0.02001817,0.00286863,0.0004065165,0.0008467095,0.02074677,0.0002076517],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8810896,0.0144516,0.004124356,0.02525474,0.0004377434,0.003775058,0.02386876,0.0001733042,0.04682479],"genre_scores_gemma":[0.971819,0.009115965,0.01021672,0.001821682,0.00008520631,0.0008722995,0.003904433,0.00005318581,0.002111536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.104807,"threshold_uncertainty_score":0.7604313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1027625269046424,"score_gpt":0.3660934042313547,"score_spread":0.2633308773267123,"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."}}