{"id":"W4402094243","doi":"10.1177/11786329241274482","title":"Evaluating the Barriers and Facilitators to Implementing a Novel Referral System for Outpatient Geriatric Services: The Geri-Hub Quality Improvement Initiative","year":2024,"lang":"en","type":"article","venue":"Health Services Insights","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Toronto Rehabilitation Institute; University of Toronto; Toronto Metropolitan University; University Health Network","funders":"","keywords":"Referral; Nursing; Health care; Medicine; Quality management; Qualitative research; Medical emergency; Business; Service (business); Marketing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.089781,0.0005180987,0.0005762634,0.001118819,0.004056237,0.004086773,0.002871207,0.001143473,0.001495469],"category_scores_gemma":[0.0700781,0.0005678859,0.0007222198,0.001193275,0.003446248,0.002844006,0.007212895,0.002411946,0.0001298405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01221502,"about_ca_system_score_gemma":0.07329457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01439178,"about_ca_topic_score_gemma":0.04420579,"domain_scores_codex":[0.954906,0.03354358,0.001890792,0.001359859,0.003826753,0.004472998],"domain_scores_gemma":[0.9244656,0.0381246,0.01142548,0.003096592,0.01055507,0.01233268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008912546,0.01262481,0.4395868,0.003969574,0.0002044236,0.0007556402,0.2443823,0.001383768,0.002725559,0.004758265,0.008787205,0.2799304],"study_design_scores_gemma":[0.0009028587,0.01390308,0.5159039,0.003120224,0.0004831256,0.0003692698,0.4380397,0.004323332,0.004283745,0.001452696,0.01701283,0.0002050893],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847642,0.0003627551,0.003332577,0.00598785,0.00005634486,0.002891989,0.0001179755,0.00009145456,0.002394898],"genre_scores_gemma":[0.9753976,0.0004539289,0.02013217,0.001151063,0.00003711496,0.002143473,0.0001364749,0.00001933887,0.0005288821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.089781,"threshold_uncertainty_score":0.474813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1278902359817301,"score_gpt":0.4772037653924639,"score_spread":0.3493135294107338,"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."}}