{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00145607,0.0001503058,0.000422088,0.0008023814,0.001645516,0.001705463,0.0007545688,0.0009781268,0.01039343],"category_scores_gemma":[0.009635199,0.0002103001,0.0003028767,0.001823384,0.0006288248,0.001366491,0.0008189885,0.0009021501,0.0008756772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003791708,"about_ca_system_score_gemma":0.01245289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2123815,"about_ca_topic_score_gemma":0.3428633,"domain_scores_codex":[0.997843,0.0003875486,0.0001540322,0.0002403211,0.0007891438,0.0005859689],"domain_scores_gemma":[0.9943118,0.00058738,0.001365815,0.0001438776,0.0009363414,0.002654667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008215977,0.0001879628,0.7075015,0.0004866327,0.00009154001,0.00059328,0.001615346,0.00009195176,0.000149723,0.001227326,0.1008627,0.1871099],"study_design_scores_gemma":[0.00006503956,0.0001024874,0.880641,0.00304841,0.0001399301,0.002137001,0.006190106,0.0002084961,0.00005838259,0.001007081,0.1063705,0.00003153418],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3810652,0.08100012,0.0008869491,0.391111,0.003378931,0.0002907322,0.007282775,0.0002068809,0.1347775],"genre_scores_gemma":[0.9041691,0.03870019,0.001969883,0.03860838,0.003258512,0.0001586774,0.00246335,0.00004532987,0.0106267],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2123815,"threshold_uncertainty_score":0.4222906,"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."}}