{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003716674,0.00038003,0.0007508445,0.001116615,0.001185175,0.001756375,0.0008603066,0.0002341427,0.000008849653],"category_scores_gemma":[0.003172683,0.0003289787,0.0001676541,0.001289306,0.0005128467,0.00209585,0.0005996904,0.0007022749,0.00003374619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004540763,"about_ca_system_score_gemma":0.0006072762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006042216,"about_ca_topic_score_gemma":0.000101657,"domain_scores_codex":[0.9956735,0.00006125481,0.0006385338,0.0008403368,0.0006574216,0.002128926],"domain_scores_gemma":[0.9958018,0.0004876631,0.0003545445,0.0002661166,0.002973265,0.0001165808],"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":[0.00004575195,0.00003531663,0.01818228,0.001863851,0.00005300408,0.000001011451,0.0003812736,0.000003683607,0.0001066065,0.5598266,0.4077099,0.01179082],"study_design_scores_gemma":[0.0007913072,0.00008566746,0.001957613,0.0003204459,0.0000165364,8.345622e-7,0.007347149,0.001635493,0.00004285707,0.1842504,0.8032385,0.000313229],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01940657,0.0001984149,0.02119585,0.9472686,0.0007070695,0.001971335,0.000006849747,0.0003052027,0.008940117],"genre_scores_gemma":[0.9565337,0.000160722,0.00203246,0.03825516,0.001029534,0.0005415081,0.00004208846,0.00004633231,0.001358449],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9371272,"threshold_uncertainty_score":0.9999163,"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."}}