{"id":"W2093383239","doi":"10.1002/gps.1135","title":"Depression in frail elders: impact on family caregivers","year":2004,"lang":"en","type":"article","venue":"International Journal of Geriatric Psychiatry","topic":"Family Caregiving in Mental Illness","field":"Psychology","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; St Mary's Hospital Centre; McGill University Health Centre","funders":"Canadian Institutes of Health Research; Health Canada","keywords":"Psychosocial; Depression (economics); Family caregivers; Medicine; Mental health; Quality of life (healthcare); Gerontology; Logistic regression; Geriatric Depression Scale; Psychiatry; Depressive symptoms; Anxiety; Nursing; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035456,0.0002327089,0.0002886664,0.0008988,0.00003975423,0.00005827798,0.0008745462,0.0001736459,0.0003181578],"category_scores_gemma":[0.00004053797,0.0001923083,0.0003368858,0.0003321739,0.00005113826,0.0002482397,0.00005746992,0.0005548466,0.0001240176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007625481,"about_ca_system_score_gemma":0.0003080217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004920245,"about_ca_topic_score_gemma":0.00002396624,"domain_scores_codex":[0.9978973,0.0001027596,0.0006532848,0.0002663925,0.0007880596,0.0002922555],"domain_scores_gemma":[0.9987473,0.0001020181,0.0005629857,0.0002503212,0.0002038767,0.0001334569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008971243,0.004989476,0.7751871,0.00004009126,0.002008972,0.002632496,0.01329248,0.02976463,0.003473499,0.00651398,0.1117142,0.04141175],"study_design_scores_gemma":[0.01216173,0.001017872,0.9667899,0.0006468119,0.00005576073,0.0008286298,0.00947483,0.000006060364,0.0001807291,0.006651001,0.001708586,0.0004780994],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9599412,0.001496353,0.000530039,0.001113174,0.02543285,0.0001098983,0.00002020039,0.00002132965,0.01133496],"genre_scores_gemma":[0.9969254,0.00007391562,0.0008831716,0.0006502884,0.001334128,0.000005156078,0.000005471993,0.00003173572,0.00009075088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1916028,"threshold_uncertainty_score":0.7842103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.011482778244174,"score_gpt":0.3216363424612728,"score_spread":0.3101535642170988,"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."}}