{"id":"W4412755557","doi":"10.4103/hm.hm-d-25-00017","title":"Assessing and Managing Social Isolation and Loneliness by Clinicians in Clinical Cardiovascular Practice","year":2025,"lang":"en","type":"article","venue":"Heart and Mind","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Loneliness; Isolation (microbiology); Social isolation; Clinical Practice; Medicine; Intensive care medicine; Psychology; Nursing; Psychiatry; Bioinformatics; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002614355,0.0000520014,0.0002077846,0.00003664511,0.0004474838,0.0001625062,0.00002090972,0.0001152879,0.00000509904],"category_scores_gemma":[0.0004502715,0.00005365003,0.00003630552,0.00009740884,0.0001481867,0.00027307,0.00002947401,0.0001422245,8.445545e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001680677,"about_ca_system_score_gemma":0.00009107835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002996643,"about_ca_topic_score_gemma":0.001137425,"domain_scores_codex":[0.9989581,0.0003227791,0.000247591,0.0001831299,0.000102439,0.0001859751],"domain_scores_gemma":[0.9993415,0.0004883266,0.0000341688,0.00004404895,0.00003171815,0.00006024383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003692389,0.0000681759,0.509161,0.0001939253,0.00006229112,0.000008261691,0.007445227,8.4233e-7,0.000003021964,0.003007265,0.007058076,0.472955],"study_design_scores_gemma":[0.0004132951,0.000007968937,0.4234627,0.00005756249,0.00004147948,0.000001026116,0.01404962,0.0001111203,4.654451e-7,0.0002488946,0.5615351,0.00007076765],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9344984,0.007490797,0.0004459038,0.0505319,0.0003740049,0.0002014552,0.000001902658,0.000009797109,0.006445884],"genre_scores_gemma":[0.992937,0.002409727,0.0005676319,0.003504101,0.000210036,0.000003405182,0.000001592883,0.000003599004,0.0003628668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.554477,"threshold_uncertainty_score":0.4530047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06421388333849785,"score_gpt":0.4696673316589032,"score_spread":0.4054534483204054,"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."}}