{"id":"W4412928066","doi":"10.1007/978-3-031-86885-6_9","title":"Aging and Falling Through the Cracks of Health Care Delivery","year":2025,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on technology and health","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Waterloo; McMaster University; University of Victoria","funders":"","keywords":"Falling (accident); Health care delivery; Health care; Medicine; Environmental health; Political science","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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001117518,0.0005144355,0.001624641,0.0007901724,0.002750422,0.00000874287,0.0003909879,0.00135475,0.0001090515],"category_scores_gemma":[0.0001940345,0.0003706354,0.0001271879,0.0001577123,0.0004824471,0.0000438334,0.000332427,0.002900011,0.00001171366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007720365,"about_ca_system_score_gemma":0.004493911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009909371,"about_ca_topic_score_gemma":0.002024099,"domain_scores_codex":[0.9964876,0.0003683258,0.001300294,0.0007154483,0.0002623105,0.0008659977],"domain_scores_gemma":[0.9956453,0.002101114,0.001171831,0.0007984394,0.0001728795,0.0001104341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000767387,0.00001564985,0.0009418257,0.007724581,0.0001780717,0.000004751761,0.004129828,9.020403e-7,0.000001371473,0.4116468,0.0289247,0.5463548],"study_design_scores_gemma":[0.0005253116,0.000547917,0.001563928,0.006064975,0.0001251429,0.00000942061,0.003137855,0.000001833139,0.00004162146,0.07097378,0.9165145,0.0004937191],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007462196,0.3395918,0.0003291442,0.4172837,0.0009213708,0.003448506,0.0003434003,0.0005559885,0.2367799],"genre_scores_gemma":[0.2593778,0.2988997,0.00333856,0.361809,0.000739635,0.0005835015,0.0001289118,0.0003210698,0.07480184],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8875898,"threshold_uncertainty_score":0.9999417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04117299353637197,"score_gpt":0.3841033563139806,"score_spread":0.3429303627776086,"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."}}