{"id":"W4396497592","doi":"10.1016/j.jamda.2024.03.078","title":"Determination of Frail Elderly Status in a Home Healthcare Population","year":2024,"lang":"en","type":"article","venue":"Journal of the American Medical Directors Association","topic":"Health and Wellbeing Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Health Services and Policy Research","funders":"","keywords":"Medicine; Health care; Gerontology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005294074,0.00008235969,0.0004003859,0.0003323377,0.0001394289,0.000009895708,0.0001928804,0.0001567798,0.00009865405],"category_scores_gemma":[0.009002701,0.00005461121,0.0001255209,0.001031832,0.00004580697,0.0001320113,0.00004144242,0.001378326,0.00001026915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002031421,"about_ca_system_score_gemma":0.00172712,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009082335,"about_ca_topic_score_gemma":0.001470542,"domain_scores_codex":[0.9947413,0.002019696,0.001076541,0.000111142,0.00159765,0.0004536499],"domain_scores_gemma":[0.9954443,0.002606881,0.001234361,0.0001107378,0.0003266852,0.0002770158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000466544,0.00003354928,0.818535,0.0002519382,0.00001333393,0.000006218499,0.001393994,0.00000190531,0.00006017648,0.00005420085,0.001750104,0.177853],"study_design_scores_gemma":[0.0003310849,0.0002239251,0.992745,0.001190307,0.00001316862,0.000001587986,0.0003796673,0.00102447,0.00001080313,0.0008096956,0.003218109,0.00005211523],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776199,0.000456598,0.0001380859,0.01998466,0.00140827,0.0002276239,0.00001128122,0.0000161478,0.0001373943],"genre_scores_gemma":[0.9979427,0.0006135131,0.0001305556,0.0006353561,0.0004375338,0.000008340337,0.000004424085,0.00001509888,0.0002124278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1778008,"threshold_uncertainty_score":0.9993449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02508366874174246,"score_gpt":0.4425019824936088,"score_spread":0.4174183137518664,"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."}}