{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006877146,0.0001194158,0.0006049124,0.0001182428,0.00040325,0.0001521674,0.0001444233,0.00007807332,0.00003481032],"category_scores_gemma":[0.002836762,0.00009322047,0.00008002115,0.0004917019,0.00005889898,0.0003623946,0.0000395736,0.00008016418,0.0001256705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009837972,"about_ca_system_score_gemma":0.00006863146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00101781,"about_ca_topic_score_gemma":0.003136501,"domain_scores_codex":[0.9968079,0.001579156,0.0008356352,0.0002570669,0.0002233267,0.0002969253],"domain_scores_gemma":[0.9989464,0.0003626587,0.0002835896,0.0001641484,0.00006323936,0.0001799759],"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":[0.00001706965,0.00006650962,0.01398937,0.8698749,0.000009979274,0.000005952274,0.08541238,0.000002010546,0.0000292348,0.01019791,0.01318422,0.0072105],"study_design_scores_gemma":[0.001644834,0.000416757,0.1343119,0.5758628,0.0002402895,0.00001336052,0.1445551,0.001523918,0.000007225695,0.003149145,0.1366572,0.001617489],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.1105608,0.01829755,0.001739641,0.04078477,0.001438335,0.8245966,0.00001414471,0.0003805886,0.002187523],"genre_scores_gemma":[0.4012054,0.005446813,0.002183512,0.003270475,0.001641309,0.5760797,0.00001533271,0.00008345952,0.01007405],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.294012,"threshold_uncertainty_score":0.380142,"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."}}