{"id":"W4393985885","doi":"10.14740/cii176","title":"Improving Influenza Vaccination Coverage: A Quality Improvement Project in Internal Medicine Clinic","year":2024,"lang":"en","type":"article","venue":"Clinical Infection and Immunity","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vaccination; Quality (philosophy); Medicine; Quality management; Virology; Operations management; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005803966,0.0001897767,0.0005297125,0.0003722507,0.0001384651,0.00006461563,0.00006617597,0.0001903907,0.0003253872],"category_scores_gemma":[0.007769045,0.0001428229,0.0001469281,0.0004785696,0.0002178092,0.0002822635,0.0002378516,0.001573508,0.00005642599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002432092,"about_ca_system_score_gemma":0.0002280631,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00909794,"about_ca_topic_score_gemma":0.0003942974,"domain_scores_codex":[0.9971633,0.0005536611,0.001314508,0.0003889401,0.0002988109,0.0002807782],"domain_scores_gemma":[0.9979291,0.001270054,0.000149167,0.0003048154,0.0002292275,0.0001176148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001018234,0.0005073568,0.381928,0.001054738,0.0002119247,0.00002174001,0.0006555648,8.071351e-7,0.00205576,0.0002210461,0.00161706,0.6107078],"study_design_scores_gemma":[0.004304491,0.002736533,0.9622849,0.0005060019,0.00006771305,0.00001432765,0.0002134742,0.001220608,0.0001752463,0.0004165214,0.02789346,0.0001667291],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884948,0.001548233,0.0005753639,0.0006233786,0.0008273536,0.0008487352,0.000005871786,0.0001552871,0.006921011],"genre_scores_gemma":[0.9929962,0.003770241,0.0000447517,0.001830121,0.0003608668,0.00007363303,0.00001307232,0.0000190383,0.0008920939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.610541,"threshold_uncertainty_score":0.9975005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2435442245198325,"score_gpt":0.5481432210712333,"score_spread":0.3045989965514008,"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."}}