{"id":"W4380569023","doi":"10.46747/cfp.6906e127","title":"Who provides chronic disease management?","year":2023,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Family Physicians of Canada; University of Alberta","funders":"","keywords":"Medicine; COPD; Asthma; Diabetes mellitus; Kidney disease; Guideline; Disease; Cohort; Population; Heart failure; Chronic care; Disease management; Internal medicine; Family medicine; Intensive care medicine; Chronic disease; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002254731,0.0002040099,0.0002743942,0.0004167146,0.001187474,0.00001882854,0.000348453,0.00009498824,0.00005003887],"category_scores_gemma":[0.00001229686,0.0002082779,0.0001013915,0.0008135682,0.00005706564,0.000185389,0.0000999503,0.0003831504,0.008798859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002310746,"about_ca_system_score_gemma":0.005255997,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0103888,"about_ca_topic_score_gemma":0.04220163,"domain_scores_codex":[0.9975171,0.000146372,0.0003238866,0.0003804722,0.0002236852,0.001408481],"domain_scores_gemma":[0.9979935,0.0001058562,0.00008177612,0.0005834998,0.00006812853,0.001167279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009658532,0.000005818699,0.001935699,0.0006573648,0.00003277156,0.0001594707,0.0001403375,0.000006153284,0.00001789401,0.01392572,0.9369352,0.04617384],"study_design_scores_gemma":[0.0003205521,0.00001696669,0.198,0.0001317252,0.00002569647,1.336482e-8,0.0007000735,0.00007138574,6.450562e-7,0.002265725,0.7982749,0.0001923379],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.02205115,0.001042243,0.000008363883,0.01876094,0.001669674,0.001640653,0.0003464327,0.0005357077,0.9539449],"genre_scores_gemma":[0.09267924,0.0005804908,0.00003273395,0.8402591,0.001891954,0.0006952944,0.000449197,0.000118297,0.06329372],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8906511,"threshold_uncertainty_score":0.9962011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04675623693512353,"score_gpt":0.3620222539692552,"score_spread":0.3152660170341317,"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."}}