{"id":"W4413026075","doi":"10.12927/hcq.2025.27626","title":"Understanding the Population Health Needs of Tenants in Residential Care Facilities (RCFs) in Hamilton, Ontario","year":2025,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Registered Nurses' Association of Ontario; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Health care; Business; Best practice; Population; Residential care; Nursing; Environmental health; Medicine; Economic growth; Political science","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":[0.0005256031,0.0001743333,0.0002164037,0.0006734202,0.002705515,0.00127076,0.0007614267,0.0003595532,0.00181838],"category_scores_gemma":[0.001553797,0.0002169053,0.0002215448,0.001536674,0.001022142,0.0007167158,0.001111694,0.000379706,0.0001399928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01549175,"about_ca_system_score_gemma":0.01347174,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9554458,"about_ca_topic_score_gemma":0.9905165,"domain_scores_codex":[0.9994506,0.00007922471,0.00002274172,0.00005012179,0.0001152898,0.0002818922],"domain_scores_gemma":[0.9990305,0.0001025265,0.0002622988,0.00001939884,0.0002539125,0.0003314898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006197902,0.0000893445,0.927087,0.0001456212,0.00002948973,0.0003567487,0.04976798,0.0000841294,0.0006876524,0.000336397,0.002622199,0.01873136],"study_design_scores_gemma":[0.000003273092,0.00003973799,0.9451235,0.00007464649,0.00000929975,0.00005203205,0.05283043,0.00007855946,0.00003088055,0.00006320942,0.001686938,0.000007427868],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997362,0.0002500678,0.00004185642,0.0005638919,0.000004370711,0.00003302641,0.0002990338,0.000001765222,0.001443963],"genre_scores_gemma":[0.9987057,0.000345808,0.0001100823,0.0001846709,0.000003585767,0.00002855582,0.0001152821,9.520122e-7,0.0005052771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04455417,"threshold_uncertainty_score":0.112401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08268407098614901,"score_gpt":0.3873222814073546,"score_spread":0.3046382104212056,"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."}}