{"id":"W7111378943","doi":"10.17605/osf.io/sdnq6","title":"Facilitators and Barriers to Uptake of Measles-Containing Vaccines and Employer Vaccine Documentation Among Frontline Hospital-Based Healthcare Workers: A Scoping Review Protocol","year":2025,"lang":"","type":"article","venue":"Open Science Framework","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Receipt; Documentation; Health care; Protocol (science); Vaccination; Measles; Knowledge base; Compliance (psychology)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005876481,0.0005131593,0.001249435,0.0004654116,0.00231296,0.001478524,0.001914397,0.0002646985,0.000808477],"category_scores_gemma":[0.008251844,0.0004857662,0.0001186129,0.004981524,0.0002931811,0.003053984,0.001044608,0.0004756901,0.000006155234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003272264,"about_ca_system_score_gemma":0.004440129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00313463,"about_ca_topic_score_gemma":0.002847926,"domain_scores_codex":[0.9943309,0.0004272709,0.001581165,0.001607664,0.001036246,0.001016698],"domain_scores_gemma":[0.9959149,0.000499778,0.0007297189,0.0008838196,0.0008715013,0.001100286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000379074,0.00005997688,0.9308863,0.006751664,0.00004665208,0.000006811415,0.01028647,0.00002901755,0.00003112429,0.002095924,0.0007434547,0.04868357],"study_design_scores_gemma":[0.003825658,0.002502332,0.5475546,0.4051063,0.0003038175,0.000001033232,0.02944172,0.0002751215,0.0004152545,0.00579794,0.003197026,0.001579182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6588727,0.01254314,0.003217364,0.04620045,0.0009218408,0.2770368,0.00003565874,0.00007824893,0.001093818],"genre_scores_gemma":[0.9515991,0.001221652,0.01050579,0.005314475,0.00009807504,0.03104744,0.000001998985,0.00003032667,0.0001812036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3983546,"threshold_uncertainty_score":0.9997594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02132362768971743,"score_gpt":0.404868656114317,"score_spread":0.3835450284245996,"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."}}