{"id":"W2899529848","doi":"10.1136/bmjgh-2018-001092","title":"Task-shifting for cardiovascular risk factor management: lessons from the Global Alliance for Chronic Diseases","year":2018,"lang":"en","type":"article","venue":"BMJ Global Health","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute; Queen's University","funders":"National Health and Medical Research Council; Canadian Institutes of Health Research; National Institutes of Health; Canadian Stroke Network; Grand Challenges Canada; National Institute of Neurological Disorders and Stroke; Medical Research Council; South African Medical Research Council; National Heart, Lung, and Blood Institute; International Development Research Centre","keywords":"Referral; Medicine; Workload; Workforce; Task (project management); Workforce development; Nursing; Family medicine; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.05726481,0.001360124,0.001488959,0.002063479,0.003137889,0.005602644,0.004627644,0.004896963,0.004737756],"category_scores_gemma":[0.07677731,0.0006464469,0.002470531,0.002248017,0.00481157,0.009144586,0.009482224,0.01183407,0.001052306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004762128,"about_ca_system_score_gemma":0.02695479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01015661,"about_ca_topic_score_gemma":0.02076978,"domain_scores_codex":[0.9685152,0.02203239,0.001670811,0.001192164,0.004236313,0.002353185],"domain_scores_gemma":[0.9089729,0.06126691,0.002852848,0.003706752,0.01014808,0.01305252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002003324,0.001464041,0.005137204,0.007396386,0.0001742606,0.0005162077,0.01705123,0.0008661834,0.000268899,0.009446985,0.1012672,0.8562111],"study_design_scores_gemma":[0.001766633,0.004699883,0.03985144,0.0667724,0.0006279653,0.001481429,0.08205254,0.002879701,0.001693302,0.09595771,0.7016891,0.0005279316],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02332855,0.09019434,0.009365449,0.858214,0.007490219,0.0006788062,0.0002468917,0.0002403897,0.01024141],"genre_scores_gemma":[0.3154173,0.2180474,0.1099941,0.3343452,0.00991403,0.004615206,0.0009482592,0.0004188463,0.006299716],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05726481,"threshold_uncertainty_score":0.3028489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05393349115724085,"score_gpt":0.389493346219464,"score_spread":0.3355598550622232,"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."}}