{"id":"W4220825045","doi":"10.1111/hsc.13784","title":"Implementation evaluation of a stepped approach to home care assessment using interRAI systems in Ontario, Canada","year":2022,"lang":"en","type":"article","venue":"Health & Social Care in the Community","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Institute for Aging; Conestoga College; University of Waterloo","funders":"Canadian Institutes of Health Research; Ontario Ministry of Health and Long-Term Care","keywords":"Nursing; Medicine; Gerontology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02833693,0.0009289755,0.000999814,0.001904142,0.00618173,0.002823237,0.004744402,0.0008216469,0.001592805],"category_scores_gemma":[0.03354297,0.001148483,0.001262907,0.002914002,0.002359076,0.00137961,0.004264965,0.001310061,0.0003077275],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1501022,"about_ca_system_score_gemma":0.2802356,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9907617,"about_ca_topic_score_gemma":0.9949977,"domain_scores_codex":[0.967854,0.01063407,0.002549375,0.002315208,0.0123406,0.004306765],"domain_scores_gemma":[0.9476841,0.005125015,0.004571011,0.002222939,0.03425648,0.00614043],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001781802,0.004494166,0.6715161,0.0016087,0.0003840136,0.0005973188,0.05423829,0.003842909,0.002420793,0.0009816905,0.006694471,0.2514398],"study_design_scores_gemma":[0.0004032915,0.003189396,0.9567326,0.0005787784,0.0001741089,0.00009638022,0.02003466,0.00753918,0.001104369,0.0001408529,0.009788749,0.0002176986],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820732,0.0005928467,0.00211755,0.001321151,0.00004863432,0.00631256,0.001195932,0.0002224717,0.006115715],"genre_scores_gemma":[0.9731491,0.0009122166,0.01749826,0.0005735725,0.00002510849,0.003592055,0.001241519,0.00005497683,0.002953359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9716631,"threshold_uncertainty_score":0.9857609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.224395323813868,"score_gpt":0.5065820077534292,"score_spread":0.2821866839395613,"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."}}