{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005037318,0.0002887964,0.0004344574,0.001721519,0.003895696,0.004430721,0.0009197938,0.0009957824,0.01140429],"category_scores_gemma":[0.0208681,0.0001934851,0.0004970562,0.001839561,0.004539483,0.003966405,0.006689996,0.001538989,0.0006894427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008335349,"about_ca_system_score_gemma":0.01236023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05371328,"about_ca_topic_score_gemma":0.0561002,"domain_scores_codex":[0.9940104,0.00184916,0.0004585018,0.0006026836,0.001649075,0.001430237],"domain_scores_gemma":[0.9906504,0.001282153,0.001371766,0.0008619326,0.002128694,0.003705072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001572297,0.0001218715,0.2878827,0.0009735701,0.0006134061,0.0015579,0.03175747,0.002086061,0.00100507,0.3345453,0.1059718,0.2333277],"study_design_scores_gemma":[0.00007104823,0.0002889071,0.4111667,0.002506092,0.0001558399,0.001487624,0.01975925,0.001519339,0.0003242872,0.1850473,0.3775428,0.0001308282],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4349166,0.0227082,0.01418148,0.2034898,0.002479079,0.0005181034,0.003532168,0.0002600163,0.3179146],"genre_scores_gemma":[0.9824469,0.003399522,0.001641244,0.006438599,0.0003880516,0.00009441251,0.0004203736,0.00002317543,0.005147695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05371328,"threshold_uncertainty_score":0.1068013,"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."}}