{"id":"W4414650983","doi":"10.3390/jpm15100462","title":"Personalized Medicine for Chronic Diseases Through the Integration of Health Determinants Control in Patients: A Systematic Review","year":2025,"lang":"en","type":"review","venue":"Journal of Personalized Medicine","topic":"Nutrition, Genetics, and Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health care; Public health; Social determinants of health; Cohort; Comparability; Cohort study; MEDLINE; Disease; Chronic disease; Systematic review","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01628262,0.001456978,0.008170182,0.007300003,0.0006480073,0.003174371,0.001909575,0.002284093,0.003148956],"category_scores_gemma":[0.06595895,0.000826112,0.01086394,0.006606841,0.0008264116,0.002705752,0.001639677,0.001715537,0.0001833349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003864395,"about_ca_system_score_gemma":0.01553024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008578466,"about_ca_topic_score_gemma":0.01989304,"domain_scores_codex":[0.9796861,0.01231069,0.004080277,0.001116217,0.002466149,0.0003405163],"domain_scores_gemma":[0.9530478,0.03885257,0.00487195,0.0008167661,0.002054961,0.0003559992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002764298,0.000052837,0.001910064,0.8813651,0.02965358,0.0000767688,0.0003783691,0.000297154,0.00009167052,0.0005412273,0.001680573,0.08367618],"study_design_scores_gemma":[0.0006513845,0.0003016197,0.005257968,0.8530925,0.1255279,0.0001860853,0.0002673969,0.0003371604,0.0001365486,0.0007856413,0.0134001,0.00005575488],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001231996,0.9961988,0.0004973892,0.0006388672,0.0001273378,0.0007104833,0.000267116,0.00001424561,0.0003135951],"genre_scores_gemma":[0.03608363,0.9573936,0.003042025,0.001178708,0.0001939448,0.001741087,0.0002606559,0.000007838853,0.00009859716],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01628262,"threshold_uncertainty_score":0.08611172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03201760958862316,"score_gpt":0.3840831520595051,"score_spread":0.352065542470882,"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."}}