{"id":"W7131846190","doi":"10.5376/ijccr.2025.15.0008","title":"A Study on the Impact of Community Home-based Care on the Mental Health of Elderly Individuals Living Alone","year":2025,"lang":"","type":"article","venue":"International Journal of Clinical Case Reports","topic":"Health and Wellbeing Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mental health; Mental health care; Health care; Mental illness; Quality of life (healthcare); Psychological intervention","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0008354059,0.0002729305,0.0003652852,0.001049438,0.001867145,0.0007679291,0.0002808261,0.0005223334,0.002262009],"category_scores_gemma":[0.002750757,0.0001916484,0.0008076194,0.001142905,0.0006784817,0.0006587944,0.0008680157,0.0008425171,0.0002618231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009509614,"about_ca_system_score_gemma":0.001252522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02002275,"about_ca_topic_score_gemma":0.03032423,"domain_scores_codex":[0.9993039,0.0003226943,0.00006322335,0.00006063361,0.00009738461,0.0001521801],"domain_scores_gemma":[0.9980866,0.0006327975,0.0003030524,0.00007920167,0.0002816318,0.0006168405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003561135,0.01060953,0.9345853,0.0002917649,0.0002745827,0.003883755,0.02212904,0.00007462341,0.001025063,0.0001753262,0.0007055128,0.02268431],"study_design_scores_gemma":[0.0002374269,0.01263562,0.9417794,0.00009037441,0.0002035833,0.001220991,0.0415457,0.00007931778,0.0002705766,0.00008247186,0.001822517,0.00003201621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992849,0.00009176382,0.000009818179,0.0000308393,0.000006381516,0.0000273633,0.00004524372,4.665285e-7,0.0005032375],"genre_scores_gemma":[0.9988913,0.0002492394,0.0000516491,0.0001401559,0.00002687779,0.00004708058,0.000111263,0.000001037202,0.0004813944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02002275,"threshold_uncertainty_score":0.03981239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2498740414977931,"score_gpt":0.6074978252684969,"score_spread":0.3576237837707039,"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."}}