{"id":"W2144065109","doi":"10.12927/hcq.2013.19496","title":"Chronic Disease Prevention and Management: Implications for Health Human Resources in 2020","year":2013,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cancer Care Ontario","funders":"","keywords":"Disease; Medicine; Population health; Health care; Public health; Population; Disease management; Chronic disease; Disease burden; Intensive care medicine; Nursing; Environmental health; Political science; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006277243,0.000205717,0.0004025766,0.0002128458,0.001286246,0.00002654199,0.0001815493,0.0001316407,0.000129611],"category_scores_gemma":[0.00001284734,0.0002025396,0.00007422789,0.0002468765,0.000044867,0.0002671083,0.00004258975,0.0003776869,0.0001002691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00107675,"about_ca_system_score_gemma":0.001112382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003260029,"about_ca_topic_score_gemma":0.01361291,"domain_scores_codex":[0.996846,0.0005310485,0.0009907715,0.0005213089,0.0001409554,0.0009699655],"domain_scores_gemma":[0.9982283,0.0002111724,0.0003277625,0.0005012071,0.0001239444,0.0006076713],"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":[0.00009452493,0.0001496629,0.2270841,0.02011781,0.00003663551,0.000003398972,0.009191395,5.341299e-7,0.00002313851,0.05962331,0.1650405,0.518635],"study_design_scores_gemma":[0.00130557,0.0007870009,0.8740275,0.000379705,0.0000098927,6.982317e-7,0.001436315,0.0000139186,5.904845e-8,0.02395942,0.09791262,0.0001673196],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1672354,0.009207387,0.0006624306,0.8059871,0.0005055213,0.01388834,0.0002040704,0.000311202,0.001998552],"genre_scores_gemma":[0.9444575,0.001716662,0.001196807,0.03689856,0.0009884085,0.01030845,0.0004100229,0.00008035838,0.003943194],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7772222,"threshold_uncertainty_score":0.9892898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05045262413749443,"score_gpt":0.4512032654262151,"score_spread":0.4007506412887207,"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."}}