{"id":"W4312669680","doi":"10.2196/39777","title":"Time Utilization Among Immunization Clinics Using an Electronic Immunization Registry (Part 2): Time and Motion Study of Modified User Workflows","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bill and Melinda Gates Foundation","keywords":"Workflow; Psychological intervention; Immunization; Medicine; Vaccination; Health care; Baseline (sea); Family medicine; Nursing; Computer science; Database","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":[0.003524624,0.000332966,0.0003234448,0.001151491,0.0003930046,0.0006910224,0.0005415481,0.0004420336,0.001665606],"category_scores_gemma":[0.01675149,0.000316459,0.000740717,0.0009133157,0.0003559045,0.0006606407,0.0006084217,0.0004305665,0.0003188259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001039078,"about_ca_system_score_gemma":0.0009919845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006105989,"about_ca_topic_score_gemma":0.005655804,"domain_scores_codex":[0.9976659,0.001066217,0.0002895787,0.0003491496,0.0003565558,0.0002726113],"domain_scores_gemma":[0.9884609,0.004801668,0.004193728,0.0008143936,0.0009404361,0.0007889336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002409515,0.002493305,0.9531183,0.0001137084,0.0001881856,0.00008303356,0.00534022,0.001744499,0.003158752,0.0001472369,0.0002495854,0.03095363],"study_design_scores_gemma":[0.00004504956,0.002569207,0.9918362,0.00001543183,0.00003954933,0.00004543434,0.001241279,0.002842295,0.0009048581,0.00003947012,0.000391947,0.00002927975],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992288,0.00001847765,0.0003940303,0.000009775474,0.000001816588,0.0000705167,0.0001170829,0.000008535349,0.0001509056],"genre_scores_gemma":[0.9985298,0.00001611212,0.0008820943,0.00001119986,0.000003050469,0.0001773027,0.0002001716,0.000005593703,0.0001746498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006105989,"threshold_uncertainty_score":0.01864028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1919189420335283,"score_gpt":0.5145382575384126,"score_spread":0.3226193155048844,"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."}}