{"id":"W3157727985","doi":"10.3899/jrheum.210058","title":"Improving Pneumococcal Vaccination Rates in Rheumatology Clinics","year":2021,"lang":"en","type":"letter","venue":"The Journal of Rheumatology","topic":"Immunodeficiency and Autoimmune Disorders","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Rheumatology; Pneumococcal polysaccharide vaccine; Vaccination; Immunosuppression; Internal medicine; Population; Immunology; Pneumococcal vaccine; Pneumococcal disease; Streptococcus pneumoniae","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004178012,0.0003164789,0.0004594011,0.001895978,0.0005993962,0.001285398,0.001151563,0.001026165,0.01608917],"category_scores_gemma":[0.0311436,0.000279257,0.0006328591,0.001478531,0.0002203362,0.001787243,0.001419298,0.001740262,0.003237197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001929366,"about_ca_system_score_gemma":0.003598792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01655478,"about_ca_topic_score_gemma":0.01669437,"domain_scores_codex":[0.9954597,0.001416067,0.0007454997,0.0004792339,0.001237937,0.0006615563],"domain_scores_gemma":[0.9815762,0.00265733,0.00654389,0.000517551,0.003370661,0.005334467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002067362,0.0005888069,0.496034,0.001536948,0.0001702525,0.0003971095,0.0006843592,0.0005968507,0.0007844265,0.001862276,0.1761713,0.320967],"study_design_scores_gemma":[0.00022407,0.0006608004,0.8953092,0.004444249,0.0002086489,0.0009165752,0.000930805,0.001246929,0.0006412116,0.001153071,0.09422046,0.00004407157],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.4502095,0.1296889,0.009587475,0.2354537,0.01034994,0.001168607,0.01380894,0.002713336,0.1470197],"genre_scores_gemma":[0.8976444,0.04199893,0.01028439,0.03270482,0.006730557,0.0004484396,0.004746014,0.0001314754,0.005311032],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01655478,"threshold_uncertainty_score":0.05382365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01172921277831137,"score_gpt":0.25201997221179,"score_spread":0.2402907594334786,"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."}}