{"id":"W4412135229","doi":"10.4236/oalib.1113699","title":"Advancing Preventive Care in Family Medicine: Best Practices for Chronic Disease Prevention and Health Promotion","year":2025,"lang":"en","type":"article","venue":"OALib","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preventive healthcare; Health promotion; Disease prevention; Medicine; Preventive care; Promotion (chess); Family medicine; Disease; Chronic disease; Alternative medicine; Health care; Gerontology; Nursing; Environmental health; Public health; Political science; Pathology","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":[0.04686379,0.001510689,0.001995464,0.005651408,0.004390704,0.008485324,0.003273317,0.007008771,0.01170239],"category_scores_gemma":[0.08145651,0.001030238,0.001525499,0.004104049,0.004853185,0.007225017,0.00669935,0.0143178,0.004351932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007162158,"about_ca_system_score_gemma":0.03090551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01377373,"about_ca_topic_score_gemma":0.04056535,"domain_scores_codex":[0.9667401,0.02024722,0.002842135,0.001191892,0.008082755,0.0008957901],"domain_scores_gemma":[0.914013,0.03890583,0.006264226,0.006033216,0.0232967,0.01148694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003446931,0.0004472171,0.003041401,0.003999589,0.00009240948,0.0003566468,0.004084238,0.0002518078,0.0002219598,0.01297679,0.2871288,0.6873646],"study_design_scores_gemma":[0.0001524658,0.000185285,0.01335612,0.05677939,0.0001531633,0.001178763,0.005020814,0.0005200667,0.0002947286,0.03849995,0.8836768,0.0001823983],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001800136,0.1730692,0.02347712,0.753688,0.01042774,0.0008600932,0.0002348664,0.0008434599,0.03559932],"genre_scores_gemma":[0.05293871,0.3921334,0.3842802,0.1409152,0.01205974,0.003397436,0.0006529951,0.0004269927,0.01319525],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.04686379,"threshold_uncertainty_score":0.2478424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1274225346168264,"score_gpt":0.557400693964802,"score_spread":0.4299781593479756,"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."}}