{"id":"W4327938249","doi":"10.1136/bmjoq-2022-002103","title":"COVID-19 vaccine uptake among healthcare workers: an achievable quality improvement target","year":2023,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Vaccination; Outreach; Medicine; Health care; Equity (law); Psychological intervention; Quality management; Coronavirus disease 2019 (COVID-19); Family medicine; Nursing; Environmental health; Business; Virology; Infectious disease (medical specialty); Disease; Political science; Marketing; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02002935,0.0002763779,0.0006825225,0.000107117,0.001871297,0.0006062132,0.001503222,0.0002398809,0.002296789],"category_scores_gemma":[0.003910548,0.0002724971,0.0001693162,0.001172002,0.00004139115,0.001416034,0.0006152436,0.0003170023,0.0003002249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006330591,"about_ca_system_score_gemma":0.00234482,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2162962,"about_ca_topic_score_gemma":0.1782488,"domain_scores_codex":[0.9933819,0.002576176,0.00119397,0.0008787619,0.0009807092,0.000988471],"domain_scores_gemma":[0.9962451,0.0004309552,0.0006458057,0.001154158,0.0002360881,0.001287845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005302808,0.0003489369,0.838162,0.0003941944,0.00007919609,0.00004558654,0.02350862,0.00006600976,0.00008424659,0.03308778,0.0813928,0.02230034],"study_design_scores_gemma":[0.001426247,0.0001904388,0.8163202,0.00004256349,0.00001501777,3.405635e-7,0.03925257,0.00002820436,0.00003766486,0.01648033,0.1255774,0.0006289936],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9213167,0.0001040069,0.0002970661,0.06253251,0.0006411361,0.004853616,0.0001692762,0.000526437,0.009559205],"genre_scores_gemma":[0.9785175,0.00008114736,0.0006201047,0.008372383,0.0006928634,0.0005430012,0.0002451601,0.00003649846,0.01089136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05720074,"threshold_uncertainty_score":0.9999727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2058769112127286,"score_gpt":0.5090539649749636,"score_spread":0.3031770537622349,"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."}}