{"id":"W3192017593","doi":"10.1136/bmj.n1903","title":"Should covid vaccination be mandatory for health and care staff?","year":2021,"lang":"en","type":"article","venue":"BMJ","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Population Health Research Institute","funders":"Economic and Social Research Council","keywords":"Worry; Health care; Vaccination; Duty; Coronavirus disease 2019 (COVID-19); Nursing; Medicine; Political science; Law; Virology","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":[],"consensus_categories":[],"category_scores_codex":[0.0007533027,0.00009098194,0.0002387403,0.0000383809,0.0006754002,0.00000705023,0.0000439102,0.0001990192,0.0001381281],"category_scores_gemma":[0.0002771619,0.00008378825,0.00003298812,0.00005715108,0.00000662469,0.00005179719,0.000049307,0.0002514807,0.00001212342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002293505,"about_ca_system_score_gemma":0.001988882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002462822,"about_ca_topic_score_gemma":0.005661754,"domain_scores_codex":[0.9983393,0.0004812323,0.0004259866,0.0002498208,0.0001568864,0.0003467858],"domain_scores_gemma":[0.9987381,0.0002507492,0.0001620079,0.0002300493,0.0003282564,0.0002908879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001078833,0.00007502682,0.009183368,0.02194258,0.00004535582,0.00001798515,0.1290568,0.000001465249,0.0000374479,0.01964826,0.7137935,0.1060904],"study_design_scores_gemma":[0.0007806542,0.000150453,0.003766456,0.0002070391,0.00000360381,0.000003032965,0.1473423,0.00001755236,0.000009101232,0.0001533489,0.8474756,0.00009086744],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1714112,0.04998393,0.002198148,0.7404523,0.004245494,0.00808153,0.0009215893,0.0003701958,0.02233553],"genre_scores_gemma":[0.9644051,0.002146526,0.001472543,0.0212281,0.002228919,0.001175715,0.0004153166,0.00006450159,0.006863257],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7929939,"threshold_uncertainty_score":0.51947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2628735497241011,"score_gpt":0.5431930495580568,"score_spread":0.2803194998339557,"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."}}