{"id":"W4312105016","doi":"10.1093/geroni/igac059.2105","title":"LEFT OUT TO DRY: UNMET NEEDS AND RISK OF DEPRESSION AMONG OLDER ADULTS","year":2022,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Dementia; Depression (economics); Pandemic; Medicine; Mental health; Gerontology; Distress; Activities of daily living; Health and Retirement Study; Health care; Coronavirus disease 2019 (COVID-19); Psychiatry; Clinical psychology; Disease","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0007569974,0.0001792663,0.0002627404,0.0006776407,0.0004991973,0.0007641005,0.0004813982,0.0004701257,0.001669438],"category_scores_gemma":[0.004075387,0.0002184717,0.0006563116,0.000911842,0.0002016592,0.0007744413,0.001118038,0.00079933,0.0002103563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004123869,"about_ca_system_score_gemma":0.0004231354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01784565,"about_ca_topic_score_gemma":0.03315843,"domain_scores_codex":[0.9994462,0.0001200264,0.0001196364,0.00009887729,0.0001034791,0.0001117006],"domain_scores_gemma":[0.9974301,0.0002282948,0.001529363,0.0001244776,0.0003073713,0.0003803494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002912827,0.0000184557,0.9981874,0.000015813,0.00004314287,0.00001724172,0.00008678001,0.00001739741,0.00002388026,0.00001727504,0.0003221204,0.001221385],"study_design_scores_gemma":[0.0000022714,0.0000198088,0.9993359,0.00002167597,0.00001200508,0.00004203853,0.0002673418,0.00009171767,0.0000137055,0.00003166113,0.0001594818,0.000002334068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994823,0.0006476538,0.00009124202,0.000475495,0.00002053835,0.00002242472,0.003127197,0.00000340151,0.0007890686],"genre_scores_gemma":[0.9980043,0.0002586399,0.0001102261,0.0001519328,0.00002177667,0.00002445446,0.001226843,0.000001227221,0.0002005951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01784565,"threshold_uncertainty_score":0.03548354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02047999235512245,"score_gpt":0.3506454863675224,"score_spread":0.3301654940123999,"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."}}