{"id":"W4382247448","doi":"10.55849/abdimas.v1i1.139","title":"Improving the Degree of Health in the Elderly Through Health Checks and Education","year":2023,"lang":"en","type":"article","venue":"Pengabdian Jurnal Abdimas","topic":"Public Health and Nutrition","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Elderly people; Gerontology; Bathing; Disease; Malnutrition; Health education; Diabetes mellitus; Physical therapy; Public health; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0006755846,0.0002060842,0.0001746088,0.0004713891,0.0007718406,0.000469,0.0002290339,0.0003539523,0.00625521],"category_scores_gemma":[0.001223878,0.00006709896,0.0001564937,0.0002067759,0.0002823838,0.0002369895,0.000585068,0.0004155184,0.0008680252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000340807,"about_ca_system_score_gemma":0.001383325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001896715,"about_ca_topic_score_gemma":0.004041898,"domain_scores_codex":[0.9997279,0.0000798332,0.0000259708,0.00002662215,0.00007699091,0.00006265187],"domain_scores_gemma":[0.9994999,0.00009472211,0.0001060629,0.00002899178,0.0001211641,0.0001491245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002840934,0.003236589,0.4226932,0.001415607,0.00002915724,0.0008459769,0.007943831,0.000187715,0.006753579,0.001684255,0.01623961,0.5386863],"study_design_scores_gemma":[0.00004583733,0.00228601,0.9011489,0.0011775,0.00004592677,0.001804643,0.008015112,0.0001358828,0.00305609,0.001299409,0.08095006,0.00003465125],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9133062,0.008933801,0.001797346,0.007647526,0.0004742247,0.0003701121,0.0006208894,0.0001047648,0.0667451],"genre_scores_gemma":[0.9666957,0.008608306,0.007073831,0.001997554,0.0002561946,0.0002106248,0.0003157002,0.000007167559,0.01483511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00625521,"threshold_uncertainty_score":0.02092576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08642009989727682,"score_gpt":0.3616658027148122,"score_spread":0.2752457028175354,"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."}}