{"id":"W3180120188","doi":"10.3389/fpsyt.2021.714181","title":"Using Peer Support to Strengthen Mental Health During the COVID-19 Pandemic: A Review","year":2021,"lang":"en","type":"review","venue":"Frontiers in Psychiatry","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":140,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; McGill University; Montreal Neurological Institute and Hospital","funders":"McGill University","keywords":"Mental health; Pandemic; Anxiety; Peer support; Psychological intervention; Psychology; Peer review; Depression (economics); Medicine; Isolation (microbiology); Health care; Psychiatry; Coronavirus disease 2019 (COVID-19); Political science; Disease","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002523995,0.0007619467,0.002894626,0.0004744426,0.0004544301,0.00004419639,0.0009505915,0.0004036956,0.001341492],"category_scores_gemma":[0.0001218609,0.0005951272,0.0008073135,0.001284832,0.00009313883,0.00006236265,0.0002950399,0.001301778,0.0001195876],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004860406,"about_ca_system_score_gemma":0.008605237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001038996,"about_ca_topic_score_gemma":0.0006345742,"domain_scores_codex":[0.9935236,0.001528441,0.001825945,0.001295934,0.0006354304,0.001190673],"domain_scores_gemma":[0.9967749,0.0001093921,0.0007894025,0.001440874,0.00003655158,0.0008489321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002152713,0.0001612787,0.005767736,0.05705394,0.000176708,0.00002099261,0.0011191,6.703006e-7,3.10899e-9,0.00009930307,0.6572257,0.2783531],"study_design_scores_gemma":[0.0006085482,0.00008434168,0.00004808509,0.02623475,0.0002490194,0.0005432625,0.001317574,7.667655e-7,1.363522e-9,0.00002714221,0.9703685,0.0005179968],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001123168,0.9531609,0.0002646114,0.00849661,0.03286895,0.003952609,0.000615323,0.00009094239,0.0005387584],"genre_scores_gemma":[6.10333e-7,0.9536211,0.003303559,0.03742286,0.0007498946,0.0004067168,0.0004837507,0.0001358488,0.003875654],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3131428,"threshold_uncertainty_score":0.99965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1882885622997985,"score_gpt":0.4992220354548795,"score_spread":0.310933473155081,"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."}}