{"id":"W2037860564","doi":"10.12927/hcq.2014.24016","title":"Caring for Caregivers of High-Needs Older Persons","year":2014,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Alzheimer Society of Canada","funders":"","keywords":"General partnership; Formative assessment; Aging in place; Nursing; Service (business); Assisted living; Gerontology; Medicine; Psychology; Business","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0004747619,0.0001804848,0.0004790106,0.0002591779,0.0005526051,0.000006792858,0.0001729324,0.0002693717,0.00007493167],"category_scores_gemma":[0.00005061456,0.000173881,0.0001569065,0.0002795981,0.00005285242,0.0000795105,0.00001283892,0.0003238039,0.00003588026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001747299,"about_ca_system_score_gemma":0.0003628618,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01169675,"about_ca_topic_score_gemma":0.001758711,"domain_scores_codex":[0.9979761,0.0003138506,0.0005258137,0.0002818649,0.0002275805,0.0006747885],"domain_scores_gemma":[0.9981185,0.0005785655,0.0002754445,0.0004340692,0.00037473,0.0002186513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005049592,0.000144515,0.02101326,0.007256651,0.0001230992,0.000003030794,0.5022401,0.000004904427,0.0005116704,0.05687632,0.116687,0.2946345],"study_design_scores_gemma":[0.009438076,0.007668833,0.121735,0.002002811,0.0002935297,0.00001000851,0.6939888,0.0002436824,0.000197607,0.006087921,0.1571445,0.001189306],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.96903,0.0004941042,0.005944833,0.01397129,0.005320438,0.001877854,0.000194373,0.0002461637,0.00292096],"genre_scores_gemma":[0.9965324,0.000007031496,0.0008382128,0.0003291083,0.0007564143,0.0001515191,0.00005915334,0.00004223611,0.001283855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2934452,"threshold_uncertainty_score":0.9948844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0306000200005826,"score_gpt":0.3574777597351315,"score_spread":0.3268777397345489,"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."}}