{"id":"W4398173488","doi":"10.1002/cl2.1408","title":"In‐person interventions to reduce social isolation and loneliness: An evidence and gap map","year":2024,"lang":"en","type":"article","venue":"Campbell Systematic Reviews","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Red Cross Society; McMaster University; University of Toronto; Hamilton Health Sciences; Carleton University; University of Prince Edward Island; Public Health Ontario; University of British Columbia; University of Ottawa; Bruyère","funders":"","keywords":"Loneliness; Isolation (microbiology); Psychological intervention; Psychology; Social isolation; Psychotherapist; Psychiatry","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03295815,0.001859214,0.0111857,0.01854555,0.00105096,0.007520813,0.003409458,0.004506264,0.01086248],"category_scores_gemma":[0.1255582,0.001224443,0.006630514,0.0166529,0.001535109,0.007444521,0.003662027,0.003373972,0.001167878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005723421,"about_ca_system_score_gemma":0.01616823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006123695,"about_ca_topic_score_gemma":0.01147635,"domain_scores_codex":[0.9762862,0.009954884,0.007801459,0.00117515,0.004235777,0.0005465535],"domain_scores_gemma":[0.8484512,0.1208834,0.01368513,0.001598284,0.01437466,0.00100735],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002748107,0.00007562478,0.0005828472,0.851519,0.00306955,0.00006331113,0.000514548,0.0001547482,0.0001065621,0.001635061,0.003459896,0.1385441],"study_design_scores_gemma":[0.0001122993,0.0001473267,0.001710024,0.9705761,0.008081614,0.00006271752,0.0004620782,0.00007706085,0.00007690865,0.001104061,0.01757075,0.00001902663],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005367136,0.9954197,0.0002790877,0.00184441,0.0003051971,0.0004698553,0.0002850594,0.00001371895,0.0008461155],"genre_scores_gemma":[0.009368842,0.9851304,0.002162105,0.001298652,0.000262617,0.001367183,0.0002500056,0.000009915995,0.0001502532],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9670419,"threshold_uncertainty_score":0.1743014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3079210772275732,"score_gpt":0.4869287596966612,"score_spread":0.1790076824690879,"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."}}