{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01662172,0.0003381269,0.0005288029,0.000628406,0.00691037,0.004191956,0.002275561,0.04423032,0.01611099],"category_scores_gemma":[0.07866932,0.0006490518,0.0008152028,0.0003958225,0.007412403,0.01015649,0.003762496,0.02580999,0.005552028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004324844,"about_ca_system_score_gemma":0.02447635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05656891,"about_ca_topic_score_gemma":0.07285647,"domain_scores_codex":[0.9901459,0.002632723,0.0007373926,0.0008739384,0.002218236,0.003391812],"domain_scores_gemma":[0.9645407,0.01421625,0.002533979,0.001459843,0.00519898,0.01205031],"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":[0.0001128017,0.0002038516,0.007776889,0.0002013875,0.00002522603,0.001061451,0.003021892,0.00008652248,0.001094956,0.05385307,0.8948168,0.03774517],"study_design_scores_gemma":[0.0001140417,0.0002041634,0.01360877,0.001510406,0.00003809278,0.00133256,0.01091076,0.0003299151,0.001080986,0.05124791,0.9194474,0.0001749286],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001392364,0.0004984387,0.0001399095,0.9901513,0.003705947,0.000007350116,0.00001650227,0.00001676663,0.004071361],"genre_scores_gemma":[0.02057525,0.0007041298,0.0006186012,0.967623,0.00338743,0.00003392189,0.0000294238,0.00003043303,0.006997918],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05656891,"threshold_uncertainty_score":0.1124793,"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."}}