{"id":"W2982500614","doi":"10.1177/2158244019885127","title":"Incapacitated and Alone: Prevalence of Unbefriended Residents in Alberta Long-Term Care Homes","year":2019,"lang":"en","type":"article","venue":"SAGE Open","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Alzheimer Society","keywords":"Long-term care; Nursing homes; Medicine; Cross-sectional study; Gerontology; Environmental health; Population; Assisted Living Facility; Demography; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002825672,0.00011542,0.0003225489,0.0001149306,0.0001030991,0.00001771913,0.0003573354,0.0001321246,0.0007679072],"category_scores_gemma":[0.0001003541,0.0001034862,0.00002458119,0.0002509939,0.00004425169,0.0002394194,0.0003619873,0.0002282738,0.0001135325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000767217,"about_ca_system_score_gemma":0.0001700708,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0116042,"about_ca_topic_score_gemma":0.01029248,"domain_scores_codex":[0.9986413,0.0002691484,0.0003573453,0.0002833408,0.0001551382,0.000293698],"domain_scores_gemma":[0.9990439,0.0002675436,0.00016272,0.000373984,0.00008254342,0.00006926883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001639718,0.00002483679,0.971096,0.001603209,0.00001076949,0.00000659393,0.02329851,3.128161e-7,0.0003159199,0.00003679674,0.0006013081,0.00284179],"study_design_scores_gemma":[0.001830877,0.00009544751,0.9897707,0.001435118,0.0000195492,0.000001086945,0.006273008,0.000001100041,0.0002236257,0.0001364259,0.00009546673,0.0001175719],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858608,0.001439857,0.00000107671,0.0002281962,0.0003975231,0.001459994,0.00002845265,0.00001048554,0.01057358],"genre_scores_gemma":[0.9840401,0.000334617,0.00006315246,0.00004880048,0.00002137817,0.00003727987,0.00003340946,0.00001669152,0.01540452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01867475,"threshold_uncertainty_score":0.9949776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02290350381548238,"score_gpt":0.3703332505521931,"score_spread":0.3474297467367107,"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."}}