{"id":"W4384207811","doi":"10.1016/j.mad.2023.111851","title":"Preserving the discreteness of deficits during coding leads to a lower frailty index in individuals living in long-term care","year":2023,"lang":"en","type":"article","venue":"Mechanisms of Ageing and Development","topic":"Frailty in Older Adults","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Surrey Memorial Hospital; Fraser Health","funders":"Canadian Institutes of Health Research","keywords":"Statistics; Mathematics; Demography; Coding (social sciences); Medicine; Gerontology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0006212346,0.0001803613,0.0003919752,0.0004826366,0.00008325161,0.00002154216,0.00019476,0.00009407701,0.00001745054],"category_scores_gemma":[0.0003237384,0.0001466702,0.00003254104,0.0006021633,0.00002650269,0.00008119835,0.0005156244,0.0001983576,0.000003341421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001111957,"about_ca_system_score_gemma":0.000112207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001731581,"about_ca_topic_score_gemma":0.001140156,"domain_scores_codex":[0.9982904,0.00005286892,0.0005362922,0.0003108256,0.0004385496,0.0003710546],"domain_scores_gemma":[0.9992979,0.0001910442,0.0001108631,0.0002484276,0.00007222049,0.0000795345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004785576,0.0000644831,0.9257511,0.002035078,0.00004209286,0.0001756882,0.03963995,0.0006598485,0.0253133,0.00008547358,0.00000680173,0.006178244],"study_design_scores_gemma":[0.0006959583,0.00006233026,0.9259278,0.005947749,0.00000930086,0.000008168867,0.003404466,0.00006399269,0.06366625,0.00006069653,0.000003265892,0.0001500731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971818,0.000117781,0.001728089,0.0001854945,0.0001032889,0.0005398523,0.000004217884,0.00004013637,0.00009931268],"genre_scores_gemma":[0.9979305,0.00002879831,0.001741976,0.00004650206,0.00001268025,0.0000625367,0.000009476078,0.00002631578,0.0001412098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03835294,"threshold_uncertainty_score":0.5981037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02329610301264749,"score_gpt":0.2771321973049922,"score_spread":0.2538360942923447,"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."}}