{"id":"W4400795498","doi":"10.2196/53226","title":"Improving Vaccine Clinic Efficiency Through the CANImmunize Platform","year":2024,"lang":"en","type":"article","venue":"Online Journal of Public Health Informatics","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; Ottawa Hospital","funders":"","keywords":"Workflow; Measure (data warehouse); Medicine; Computer science; Data science; World Wide Web; Medical emergency; Data mining; Database","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":[0.003284177,0.0006886487,0.0002894874,0.001078637,0.0006107469,0.002940316,0.001168828,0.0006918543,0.01316763],"category_scores_gemma":[0.008461907,0.0002383037,0.0003393518,0.001064272,0.0005324191,0.001556633,0.001561583,0.0006961905,0.00177197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002115391,"about_ca_system_score_gemma":0.00400589,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004964199,"about_ca_topic_score_gemma":0.004560486,"domain_scores_codex":[0.9973455,0.0008589082,0.0001038239,0.0003432711,0.0008511264,0.0004973979],"domain_scores_gemma":[0.9948624,0.002135993,0.0009461493,0.0005673451,0.0008293013,0.0006587768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006594771,0.008490964,0.08298457,0.00136194,0.0003019159,0.0002138524,0.0004269922,0.1224661,0.01998482,0.005961408,0.04051247,0.7107002],"study_design_scores_gemma":[0.003575813,0.02142219,0.1323998,0.0005693203,0.0007017414,0.0008025809,0.002725689,0.6386173,0.07853055,0.00769501,0.1126673,0.0002925835],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9258232,0.0009365912,0.02503171,0.004638535,0.0004580898,0.001026416,0.001270195,0.003214138,0.03760102],"genre_scores_gemma":[0.9654233,0.0003705553,0.02814004,0.0005117751,0.0001202231,0.0002026075,0.0006489563,0.0001029671,0.004479424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9950358,"threshold_uncertainty_score":0.0440501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1808179770377177,"score_gpt":0.4755161884008894,"score_spread":0.2946982113631716,"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."}}