{"id":"W4412927641","doi":"10.1007/978-3-031-86885-6_2","title":"Health and Social Needs of Older People in the Twenty-First Century","year":2025,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on technology and health","topic":"Chronic Disease Management Strategies","field":"Medicine","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":"Older people; Gerontology; History; Psychology; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0003679971,0.0002942693,0.0009111541,0.0013873,0.0002541482,0.00001240825,0.0001639111,0.000444856,0.00007117041],"category_scores_gemma":[0.0000461669,0.0002181412,0.00008000222,0.0001965918,0.0003431544,0.0000144534,0.00009125089,0.0006951202,0.000001864074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001775029,"about_ca_system_score_gemma":0.000644625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001559075,"about_ca_topic_score_gemma":0.001031019,"domain_scores_codex":[0.998684,0.00004274539,0.0004118785,0.000315265,0.0001998866,0.0003462105],"domain_scores_gemma":[0.9990881,0.0001931198,0.0002823283,0.0003556397,0.00002186404,0.00005896017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001747141,0.0001640875,0.0009914653,0.006687202,0.000200084,0.00001019831,0.002827581,2.66022e-7,3.193485e-7,0.8331822,0.02475764,0.1310042],"study_design_scores_gemma":[0.005064169,0.003799713,0.06408213,0.01450621,0.000843476,0.0001072896,0.01756635,0.00001676867,0.00003830564,0.1343914,0.7583495,0.001234625],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003718765,0.0749945,0.00004647942,0.7208953,0.000242997,0.003699823,0.0001362665,0.0002920261,0.1959739],"genre_scores_gemma":[0.9498022,0.03068865,0.00004745377,0.01185714,0.000110484,0.00009069863,0.00005924915,0.00004566114,0.007298501],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9460834,"threshold_uncertainty_score":0.8895541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01785319753211764,"score_gpt":0.2965797838219269,"score_spread":0.2787265862898093,"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."}}