{"id":"W4416786476","doi":"10.5770/cgj.28.889","title":"Frailty of Health Care Systems","year":2025,"lang":"en","type":"article","venue":"Canadian Geriatrics Journal","topic":"Frailty in Older Adults","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Manitoba","funders":"","keywords":"Vulnerability (computing); Health care; Stressor; Parallels; Healthcare system; Frailty Index; MEDLINE","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003677231,0.0001146774,0.0003880718,0.0007736682,0.0001809723,0.00004362069,0.0001566513,0.0001122575,0.00006672685],"category_scores_gemma":[0.0002599398,0.0001102697,0.0001059522,0.0005835697,0.00003732175,0.0000476623,0.00001333541,0.0003916087,0.00001212881],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001363699,"about_ca_system_score_gemma":0.008142771,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03076876,"about_ca_topic_score_gemma":0.0265902,"domain_scores_codex":[0.9985916,0.000075535,0.0005525834,0.00013465,0.0002368681,0.0004087837],"domain_scores_gemma":[0.9983221,0.00003811701,0.0002030597,0.000268584,0.0004616858,0.0007064414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006551481,0.00006356731,0.06712119,0.002363099,0.0003835948,0.0005062339,0.003561007,0.0001999978,0.0001350205,0.004106454,0.8127738,0.1087205],"study_design_scores_gemma":[0.002955942,0.0003278381,0.05078126,0.0009858061,0.000148519,0.001087919,0.004380073,0.0001252033,0.0001095805,0.0001461387,0.9387061,0.0002456152],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.391426,0.3036536,0.007844734,0.1313023,0.02862464,0.003497419,0.0007658256,0.0001723122,0.1327132],"genre_scores_gemma":[0.9944299,0.000321855,0.0006566819,0.001345537,0.0003538839,0.000003302708,0.00001876198,0.00001731622,0.002852726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6030039,"threshold_uncertainty_score":0.9974802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02058145401901046,"score_gpt":0.2896484812416252,"score_spread":0.2690670272226147,"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."}}