{"id":"W4206278735","doi":"10.2196/36572","title":"The Immunization Data Quality Assessment, Sana’a Capital, 2021","year":2022,"lang":"en","type":"article","venue":"Iproceedings","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Measles; Immunization; Rubella; Environmental health; Data quality; Family medicine; Immunology; Vaccination; Business","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002212381,0.0000653795,0.00009065703,0.00002657703,0.004356584,0.0002628324,0.001082825,0.00002556984,0.001218009],"category_scores_gemma":[0.000384868,0.00005720913,0.0000291911,0.0004213467,0.00002559141,0.0005765219,0.000563578,0.0002028277,0.00002060676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001453435,"about_ca_system_score_gemma":0.0002424283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00209883,"about_ca_topic_score_gemma":0.000696694,"domain_scores_codex":[0.9987264,0.0001024481,0.0001880532,0.0002302053,0.0005082887,0.0002446585],"domain_scores_gemma":[0.9992526,0.000136283,0.0001299072,0.0003139354,0.0001187559,0.0000485333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002529906,0.0001289885,0.119954,0.00001546574,0.00005405679,0.000004223873,0.03210589,0.000005716281,0.0009624764,0.5218698,0.2975665,0.02730764],"study_design_scores_gemma":[0.0002092978,0.00003275908,0.04799854,0.0000038377,0.0000166891,9.569118e-7,0.08081833,0.00009549548,0.00001583991,0.009134569,0.8615097,0.0001639406],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8057406,0.001660099,0.0002324411,0.03274344,0.001183634,0.0004599588,0.00006675062,0.0001353161,0.1577778],"genre_scores_gemma":[0.9947327,0.0004957721,0.00009094818,0.0003265751,0.0003602922,0.00002362465,0.00005176824,0.000009275236,0.003909018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5639433,"threshold_uncertainty_score":0.999695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08396913147496343,"score_gpt":0.3932735589681864,"score_spread":0.309304427493223,"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."}}