{"id":"W3197428126","doi":"10.3389/fpsyg.2021.727871","title":"Valuation of Lost Productivity in Caregivers: A Validation Study","year":2021,"lang":"en","type":"article","venue":"Frontiers in Psychology","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Spinal Cord Injury BC; Trinity Western University; Western University; Centre for Advancing Health Outcomes; University of British Columbia","funders":"Michael Smith Health Research BC","keywords":"Presenteeism; Absenteeism; Psychology; Productivity; Valuation (finance); Caregiver burden; Computer-assisted web interviewing; Gerontology; Applied psychology; Medicine; Social psychology; Statistics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.03634677,0.000896287,0.0006784271,0.001646888,0.0009955647,0.001216637,0.001029471,0.0006201974,0.001344851],"category_scores_gemma":[0.08111415,0.0003206979,0.0009065609,0.001041389,0.001344931,0.0009716917,0.001940647,0.0009397398,0.0005282288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001100746,"about_ca_system_score_gemma":0.002453214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001867255,"about_ca_topic_score_gemma":0.002074941,"domain_scores_codex":[0.9867941,0.007546756,0.001503219,0.0007087226,0.002984378,0.0004627708],"domain_scores_gemma":[0.952965,0.0201606,0.005737076,0.005592076,0.01444085,0.001104413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009078771,0.004193553,0.8284349,0.0009721224,0.0002169023,0.000835688,0.03634666,0.0008603418,0.002873605,0.0004714658,0.001409486,0.1224773],"study_design_scores_gemma":[0.0006206786,0.01068876,0.9083932,0.001953057,0.0003894456,0.003525993,0.04304742,0.00427105,0.006451,0.001072038,0.01942518,0.0001621174],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916787,0.0004707255,0.004157651,0.00009053901,0.00005594067,0.001622112,0.0002452514,0.00001808243,0.00166105],"genre_scores_gemma":[0.9884648,0.0007198867,0.006449719,0.0001598361,0.00004918768,0.003018914,0.0005525324,0.00001968854,0.0005653544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03634677,"threshold_uncertainty_score":0.1922224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06238813636821318,"score_gpt":0.4372769177165605,"score_spread":0.3748887813483473,"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."}}