{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002525335,0.000125129,0.0004061774,0.0002856153,0.00007952983,0.00001160231,0.0003649326,0.0001246019,0.0004932557],"category_scores_gemma":[0.0003594198,0.0001205863,0.0001045129,0.0007451302,0.0005907885,0.0001624762,0.000121996,0.0002822368,0.00001578299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001902007,"about_ca_system_score_gemma":0.001379513,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03192649,"about_ca_topic_score_gemma":0.001870134,"domain_scores_codex":[0.9974615,0.0005367813,0.0005195248,0.0004615445,0.0004208728,0.0005997925],"domain_scores_gemma":[0.9982602,0.0002265163,0.0001802935,0.0008487568,0.0002520292,0.0002322074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008324039,0.0009878257,0.9135492,0.0006334176,0.0001532959,0.000005698556,0.006552207,0.000005795315,0.0001057222,0.0196208,0.02293294,0.0353699],"study_design_scores_gemma":[0.0008157344,0.0002730353,0.9603537,0.00003631441,0.00000769837,0.00000201133,0.02706205,0.000008734507,0.0002438192,0.0005188289,0.01056346,0.0001146419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9310711,0.0003280774,0.0001965887,0.006979805,0.0005647046,0.0005553778,0.00004429291,0.00003578614,0.06022428],"genre_scores_gemma":[0.9970498,0.00001874315,0.00004827933,0.0003171468,0.00002499061,0.00003751244,0.00001897461,0.000009221623,0.00247532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06597872,"threshold_uncertainty_score":0.97452,"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."}}