{"id":"W2992742516","doi":"10.1007/978-3-030-23898-8_21","title":"Clinical Performance Improvement in Diabetes: Adapting a Proven Model in Dubai","year":2019,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Diabetes Management and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Axdev Group (Canada)","funders":"","keywords":"Psychological intervention; Phase (matter); Health care; Medicine; Nursing; Medical education; Public relations; Process management; Business; Political science","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":[0.003385126,0.0007019838,0.0005086728,0.001416337,0.000984014,0.003735529,0.001431644,0.0007436653,0.003243283],"category_scores_gemma":[0.004652972,0.0002979212,0.0005892077,0.002057622,0.002044659,0.001637197,0.001967048,0.001574108,0.0006565915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008353996,"about_ca_system_score_gemma":0.006997193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03956633,"about_ca_topic_score_gemma":0.04708437,"domain_scores_codex":[0.9979235,0.001170871,0.0001316462,0.0001863947,0.000451591,0.0001359138],"domain_scores_gemma":[0.9980654,0.001198954,0.00009977283,0.00009194345,0.000404469,0.0001393748],"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":[0.0001985764,0.0006026271,0.02262228,0.000637591,0.0001055913,0.0004552926,0.004455811,0.04385963,0.000679766,0.3129174,0.02205174,0.5914137],"study_design_scores_gemma":[0.000190992,0.00175972,0.09188361,0.00306996,0.0003257941,0.0008289452,0.01519316,0.3340732,0.003145957,0.3448864,0.204267,0.0003754412],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1712797,0.03580587,0.3160558,0.03611725,0.001720275,0.001587284,0.001089546,0.001654168,0.4346901],"genre_scores_gemma":[0.8204959,0.0142749,0.1334118,0.001259626,0.0001249765,0.0008407756,0.0002879399,0.0001460271,0.02915806],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03956633,"threshold_uncertainty_score":0.07867205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01853777858607271,"score_gpt":0.2519950400984289,"score_spread":0.2334572615123562,"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."}}