{"id":"W4413834804","doi":"10.24908/iqurcp19008","title":"How will Kingston Care? Designing for better health outcomes","year":2025,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Health care; Psychology; Gerontology; Medicine; Economics; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.01161583,0.0006460986,0.0005959234,0.0008587165,0.01128924,0.0125335,0.002354295,0.003511101,0.0246492],"category_scores_gemma":[0.02194183,0.00052826,0.00112379,0.001184684,0.01156841,0.01115958,0.01669185,0.006695007,0.006984647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01571609,"about_ca_system_score_gemma":0.05829027,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1621673,"about_ca_topic_score_gemma":0.3609779,"domain_scores_codex":[0.9901978,0.004979364,0.0003286226,0.0007823309,0.001640595,0.002071197],"domain_scores_gemma":[0.9818834,0.001661129,0.0007868159,0.001583812,0.003659971,0.01042481],"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":[0.000170765,0.00044627,0.0279003,0.00093933,0.0001739162,0.0005582063,0.04104093,0.0004052188,0.0004811346,0.04498802,0.6154761,0.2674199],"study_design_scores_gemma":[0.0001150133,0.0003767326,0.02106377,0.002237481,0.0001612851,0.0002828186,0.06479285,0.0001858279,0.000448351,0.04563026,0.8645412,0.0001644135],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04248847,0.01257504,0.007002103,0.8081099,0.008117776,0.0002785664,0.0008378367,0.0007028594,0.1198874],"genre_scores_gemma":[0.5353892,0.02526013,0.04124641,0.2803026,0.002821836,0.001055441,0.001518818,0.001629603,0.110776],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8378327,"threshold_uncertainty_score":0.3224468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1295976476405669,"score_gpt":0.410126662603727,"score_spread":0.2805290149631601,"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."}}