{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001993414,0.0001367535,0.0002996695,0.0001921239,0.0008880789,0.00001064025,0.00009105697,0.0001239038,0.00007655755],"category_scores_gemma":[0.0009823337,0.0001269625,0.00003141449,0.0002451867,0.00004571653,0.0006362313,0.00007144261,0.0004645473,0.00002325281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006739894,"about_ca_system_score_gemma":0.002178871,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002175005,"about_ca_topic_score_gemma":0.02333472,"domain_scores_codex":[0.9975246,0.0008896777,0.000574587,0.0003732118,0.0001535951,0.0004843265],"domain_scores_gemma":[0.9978259,0.0007512699,0.0008977439,0.0001981887,0.0001549478,0.0001719845],"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":[0.001769968,0.00171802,0.3360435,0.1176532,0.0001205505,0.00001272248,0.03630431,0.00004126335,0.0002248738,0.02655336,0.030986,0.4485722],"study_design_scores_gemma":[0.007020695,0.003156549,0.3478639,0.02334373,0.0002399287,6.163377e-7,0.05129889,0.000806154,0.00001038178,0.01056681,0.5553485,0.0003438696],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5759847,0.1165197,0.008130062,0.2399449,0.004400386,0.02486062,0.0001178733,0.0003161242,0.02972556],"genre_scores_gemma":[0.9569542,0.01067361,0.001950667,0.003642677,0.0009551052,0.002273549,0.0002714896,0.00004416598,0.02323455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5243624,"threshold_uncertainty_score":0.9944869,"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."}}