{"id":"W4401979816","doi":"10.12688/gatesopenres.16280.1","title":"Vaccine decision-making among pregnant women: a protocol for a cross-sectional mixed-method study in Brazil, Ghana, Kenya and Pakistan","year":2024,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"UNICEF; University of Toronto; World Health Organization","keywords":"Cross-sectional study; Protocol (science); Medicine; Family medicine; Environmental health; Obstetrics; Alternative medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.02148554,0.0003508178,0.0006889328,0.0007807497,0.001349824,0.005566646,0.002024232,0.0004283076,0.0007550984],"category_scores_gemma":[0.002522881,0.0003092886,0.0001251888,0.001048506,0.00007868669,0.0004183479,0.006992689,0.001806816,0.00003059059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001075051,"about_ca_system_score_gemma":0.001909453,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006574029,"about_ca_topic_score_gemma":0.0446161,"domain_scores_codex":[0.9931926,0.001489284,0.00093269,0.001649483,0.001460913,0.001275052],"domain_scores_gemma":[0.9947529,0.003281137,0.0001830268,0.0006732084,0.0008193276,0.0002904262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001814742,0.0008465028,0.93567,0.001003433,0.0001473421,0.0002185037,0.02340642,0.0001066768,0.000006692364,0.00207573,0.004654588,0.03004938],"study_design_scores_gemma":[0.003010194,0.0007574621,0.7929397,0.003057412,0.00001085353,0.000002850837,0.01487008,0.0007274162,0.00001038676,0.175321,0.008741228,0.0005514026],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6392425,0.0002303923,0.0002614469,0.0005257712,0.0003397043,0.3550265,0.00008442569,0.00006757675,0.004221666],"genre_scores_gemma":[0.4989557,0.00001874654,0.002049086,0.00002217275,0.0003575309,0.4946731,0.000006512682,0.00005942527,0.003857667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1732453,"threshold_uncertainty_score":0.9999503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1031661381285426,"score_gpt":0.5531986931145348,"score_spread":0.4500325549859922,"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."}}