{"id":"W4366758717","doi":"10.1177/10848223231169504","title":"Unpaid Caregiver Costs in Canada: A Systematic Review","year":2023,"lang":"en","type":"review","venue":"Home Health Care Management & Practice","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"CINAHL; Context (archaeology); Health care; Housekeeping; Respite care; MEDLINE; Medicine; EconLit; Unpaid work; Business; Gerontology; Demographic economics; Public economics; Nursing; Work (physics); Economics; Psychological intervention; Economic growth","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004293869,0.0009001744,0.006310582,0.0008291202,0.0006588332,0.00003539548,0.0008959413,0.0003375862,0.0001230173],"category_scores_gemma":[0.001234834,0.000780574,0.0004382339,0.002981022,0.00002433692,0.0002510477,0.0005711812,0.002172693,0.00189047],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.02901853,"about_ca_system_score_gemma":0.01617732,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8223715,"about_ca_topic_score_gemma":0.8430743,"domain_scores_codex":[0.9843986,0.007387915,0.003936742,0.00115244,0.001398231,0.00172604],"domain_scores_gemma":[0.9894025,0.004038758,0.003871641,0.001804322,0.000430751,0.0004520137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008376155,0.00001922781,0.000001291572,0.7576165,0.0002526005,0.0004183509,0.001095885,1.099763e-7,2.493666e-11,0.0002102244,0.1728766,0.06750091],"study_design_scores_gemma":[0.000202003,0.00002667913,0.00000492125,0.4603324,0.002413058,0.00001085057,0.02557262,1.458971e-7,8.068005e-11,0.000001467016,0.5111176,0.0003182545],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.048261e-7,0.9606351,0.00000513707,0.003497452,0.004156741,0.02158364,0.0001777801,0.0002236167,0.009720439],"genre_scores_gemma":[0.000001736474,0.9819218,0.00007959754,0.007548841,0.0002481854,0.005688814,0.0007320844,0.0002253385,0.003553616],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.338241,"threshold_uncertainty_score":0.9994645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06767327806701531,"score_gpt":0.4581618770397728,"score_spread":0.3904885989727576,"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."}}