{"id":"W4409372450","doi":"10.3934/publichealth.2025025","title":"Loss of productivity among caregivers of dependent family members","year":2025,"lang":"en","type":"article","venue":"AIMS Public Health","topic":"Family and Disability Support Research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Productivity; Psychology; Economics; Economic growth","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000577748,0.0002553215,0.000280254,0.0007012747,0.001000728,0.0005708506,0.0003254107,0.0002336506,0.001698189],"category_scores_gemma":[0.003425013,0.0001540989,0.0002611458,0.0005252733,0.0003927254,0.0003208701,0.0005855994,0.000374772,0.0001853781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007023233,"about_ca_system_score_gemma":0.0006745263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01060237,"about_ca_topic_score_gemma":0.01324233,"domain_scores_codex":[0.9995636,0.0001227788,0.00004659155,0.00004355054,0.0001167692,0.0001066181],"domain_scores_gemma":[0.9980814,0.0002506791,0.0008540205,0.00006533851,0.0003439909,0.0004045125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004418812,0.00003957603,0.9947355,0.00002546674,0.0000148718,0.0004922891,0.001007561,0.00001622372,0.0001238633,0.00001308547,0.0003316686,0.003155606],"study_design_scores_gemma":[0.000003681701,0.0001434361,0.9900052,0.00005888548,0.00001745031,0.001728609,0.007020636,0.00007864643,0.0001177226,0.00004154142,0.0007768712,0.000007220158],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991342,0.0004146107,0.00003070738,0.00004825888,0.000006907305,0.00000465194,0.00008746916,0.000001089864,0.0002721481],"genre_scores_gemma":[0.9995404,0.0002418194,0.0000308443,0.00001613889,0.000004441843,0.000004416588,0.00007713793,3.974304e-7,0.00008449368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01060237,"threshold_uncertainty_score":0.02108127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06472619647583511,"score_gpt":0.3866199708947081,"score_spread":0.321893774418873,"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."}}