{"id":"W4415779834","doi":"10.1111/hdi.70029","title":"The Impact of Community‐Hospital‐Family Interactive Management on Social Isolation in Elderly Patients Undergoing Maintenance Hemodialysis","year":2025,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Yangzhou University","keywords":"Hemodialysis; Isolation (microbiology); Social isolation; Clinical trial; MEDLINE; Telemedicine","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":[0.0004987985,0.0002392366,0.0004910467,0.0002086106,0.0003524492,0.0002293079,0.000239614,0.0002937781,0.001067859],"category_scores_gemma":[0.0008944047,0.00008586233,0.0005139252,0.0001805645,0.0001778372,0.0002122188,0.0003005372,0.0003479205,0.00004399565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002503044,"about_ca_system_score_gemma":0.0006235098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001354168,"about_ca_topic_score_gemma":0.003255834,"domain_scores_codex":[0.9998047,0.00009178248,0.00002112109,0.00001841511,0.00002630136,0.00003768765],"domain_scores_gemma":[0.9996576,0.00008978895,0.00007312548,0.00001215939,0.00002078166,0.0001464726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.2061616,0.1025837,0.1518384,0.007840035,0.0027755,0.0002125642,0.001139301,0.0008743452,0.006221979,0.0001909519,0.001711323,0.5184504],"study_design_scores_gemma":[0.04763715,0.320756,0.6211705,0.0007227633,0.002794354,0.0001371928,0.0008637356,0.00136056,0.002331869,0.0001409713,0.002033254,0.00005157035],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977375,0.001593643,0.00003109813,0.00006696863,0.00002407874,0.000142405,0.00002990048,0.000003004814,0.000371402],"genre_scores_gemma":[0.9986237,0.0007669629,0.0001670139,0.00005776592,0.00004231915,0.00020118,0.0000397086,3.202919e-7,0.000101056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001354168,"threshold_uncertainty_score":0.003572285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01227999383707815,"score_gpt":0.3003785380691017,"score_spread":0.2880985442320235,"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."}}