{"id":"W4399140143","doi":"10.3390/healthcare12111111","title":"Can ‘What Is Known’ about Social Isolation and Loneliness Interventions Sufficiently Inform the Clinical Practice of Health Care and Social Service Professionals Who Work with Older Adults? Exploring Knowledge-to-Practice Gaps","year":2024,"lang":"en","type":"article","venue":"Healthcare","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Mental Health Association; Baycrest Hospital; Queen's University","funders":"","keywords":"Loneliness; Psychological intervention; Social work; Isolation (microbiology); Social isolation; Social care; Nursing; Work (physics); Health care; Psychology; Health professionals; Medicine; Applied psychology; Social psychology; Psychiatry; Political science","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":[0.1060684,0.000985958,0.005103749,0.005184081,0.002877858,0.01115513,0.003256156,0.004670565,0.007353647],"category_scores_gemma":[0.3404576,0.001543281,0.003400437,0.003737706,0.006938766,0.02298724,0.007279788,0.007160368,0.001101048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00839541,"about_ca_system_score_gemma":0.04751156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01536818,"about_ca_topic_score_gemma":0.03080225,"domain_scores_codex":[0.9377588,0.0428955,0.006993691,0.003549635,0.006976787,0.001825576],"domain_scores_gemma":[0.6770735,0.2725862,0.01683411,0.009059388,0.02081573,0.003630971],"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":[0.0004683921,0.0007506337,0.01175302,0.2182003,0.002351408,0.0002183369,0.04799576,0.0004383488,0.0005777327,0.01631458,0.01167582,0.6892557],"study_design_scores_gemma":[0.0006267652,0.001737317,0.03359194,0.7307931,0.005214779,0.0003952785,0.05460029,0.0008590582,0.001357132,0.03748417,0.1329764,0.0003637686],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.060963,0.6348312,0.01565031,0.252354,0.0079809,0.003269623,0.001344378,0.0001930411,0.02341348],"genre_scores_gemma":[0.4970405,0.3848037,0.04738096,0.0576173,0.003018783,0.008429339,0.0005942566,0.0001183635,0.0009968461],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1060684,"threshold_uncertainty_score":0.5609499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1138599161829287,"score_gpt":0.4873155387950555,"score_spread":0.3734556226121268,"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."}}