{"id":"W4405538107","doi":"10.3390/ijerph21121686","title":"But at What Cost? Healthcare Utilization of Canadian Carer-Employees","year":2024,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Intergenerational Family Dynamics and Caregiving","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Social Sciences and Humanities Research Council; Social Sciences and Humanities Research Council of Canada; Canadian Institutes of Health Research","keywords":"Health care; Medicine; Healthcare service; Gerontology; Mental healthcare; Caregiver burden; Healthcare system; Nursing; Family medicine; Mental health; Psychiatry; Disease; Dementia","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":[],"consensus_categories":[],"category_scores_codex":[0.0005633133,0.000140515,0.0002165271,0.001111748,0.001838687,0.001256403,0.0007241785,0.0003886409,0.00273326],"category_scores_gemma":[0.003503733,0.0001457054,0.0004312652,0.002771445,0.0003813184,0.0004528446,0.0005657961,0.0006748671,0.0001976298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02315263,"about_ca_system_score_gemma":0.02233202,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.990974,"about_ca_topic_score_gemma":0.9946161,"domain_scores_codex":[0.9992003,0.00007285909,0.00005690643,0.00006810496,0.0002780685,0.000323759],"domain_scores_gemma":[0.9980362,0.000150554,0.0004061517,0.00004327383,0.0008172074,0.0005465767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006836505,0.00004826795,0.9626054,0.0000775498,0.00003898434,0.000201998,0.004480904,0.00008703167,0.0001448671,0.0004978983,0.007640625,0.02410811],"study_design_scores_gemma":[0.000004216377,0.00001967893,0.9857059,0.0001031693,0.00001635287,0.00009643182,0.00984484,0.0001302609,0.00004573521,0.00004103347,0.00397718,0.00001526984],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825048,0.001930742,0.00003818158,0.003974193,0.00003695837,0.00001952739,0.00423417,0.00000709943,0.007254248],"genre_scores_gemma":[0.9954436,0.001708596,0.00007729267,0.0004931556,0.00001145909,0.000007529821,0.0009242366,0.000003411747,0.001330743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02315263,"threshold_uncertainty_score":0.1679849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1216023531134071,"score_gpt":0.4165717667899659,"score_spread":0.2949694136765588,"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."}}