{"id":"W4391942460","doi":"10.3233/shti231319","title":"Improving Childhood Vaccination Rates with Process Innovation in Central Zone, Alberta","year":2024,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Vaccination; Immunization; Process (computing); Business; Immunization program; Public health; Medicine; Environmental health; Process management; Nursing; Computer science; Immunology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005058131,0.0002831284,0.0002278444,0.001256474,0.001857075,0.002148864,0.001007003,0.0002996638,0.001663897],"category_scores_gemma":[0.004749183,0.0001673664,0.0002981298,0.001417505,0.0007643965,0.0005650489,0.001355883,0.000490987,0.0001052966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02739699,"about_ca_system_score_gemma":0.078509,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8613067,"about_ca_topic_score_gemma":0.9276972,"domain_scores_codex":[0.9980704,0.0005041436,0.00007012584,0.0001551276,0.0006957975,0.0005044829],"domain_scores_gemma":[0.9979525,0.0006853173,0.0002376083,0.00006832404,0.0007261057,0.0003301766],"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":[0.001698104,0.002561493,0.2599604,0.002269282,0.0002092624,0.000631269,0.01742701,0.01818349,0.01165096,0.01393839,0.005047487,0.6664228],"study_design_scores_gemma":[0.0005689196,0.004008616,0.8096477,0.001765727,0.000710433,0.0003574196,0.04387055,0.03598417,0.02228134,0.006924101,0.07374058,0.0001403782],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9718836,0.002121122,0.004423874,0.001705079,0.00003948183,0.000550088,0.0002986469,0.000155479,0.01882268],"genre_scores_gemma":[0.9871483,0.001235147,0.007165005,0.0002275709,0.000007955431,0.0001119868,0.0002017806,0.000007891707,0.003894218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1386933,"threshold_uncertainty_score":0.2790201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01782941792587704,"score_gpt":0.3499999846109936,"score_spread":0.3321705666851166,"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."}}