{"id":"W4381888415","doi":"10.1002/cl2.1340","title":"PROTOCOL: In‐person interventions to reduce social isolation and loneliness: An evidence and gap map","year":2023,"lang":"en","type":"article","venue":"Campbell Systematic Reviews","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Public Health Ontario; University of Toronto; Canadian Red Cross Society; University of Ottawa; Bruyère","funders":"World Health Organization","keywords":"Loneliness; Psychological intervention; Isolation (microbiology); Protocol (science); Social isolation; Psychology; Social psychology; Medicine; Psychotherapist; Psychiatry; Alternative medicine","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":[0.05756772,0.003888927,0.007930262,0.00703275,0.003923723,0.006698404,0.004294165,0.01035211,0.1825986],"category_scores_gemma":[0.1388087,0.003995134,0.01043219,0.005752455,0.002679277,0.006872042,0.007799064,0.009955171,0.02877869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01025167,"about_ca_system_score_gemma":0.03604664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006461197,"about_ca_topic_score_gemma":0.009006263,"domain_scores_codex":[0.971128,0.01397114,0.007157126,0.001591244,0.004646005,0.001506465],"domain_scores_gemma":[0.9392077,0.02329978,0.008162622,0.004651748,0.02152178,0.003156262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.02318369,0.001130097,0.001038581,0.4606878,0.002573445,0.0003309924,0.002004745,0.002412471,0.001505606,0.01167594,0.3457702,0.1476865],"study_design_scores_gemma":[0.09567691,0.00280497,0.006667442,0.3629257,0.003339474,0.0001979459,0.00159224,0.002069035,0.002355287,0.02344314,0.4983938,0.0005341128],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0004301039,0.001112974,0.002092701,0.002602839,0.001259817,0.9734577,0.01496198,0.0002994094,0.003782438],"genre_scores_gemma":[0.0005218862,0.0005363671,0.003749103,0.0006011636,0.0000760695,0.9924108,0.000984152,0.00001980822,0.001100647],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1825986,"threshold_uncertainty_score":0.6108531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4226452329123743,"score_gpt":0.5175872197551484,"score_spread":0.0949419868427741,"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."}}