{"id":"W3154783759","doi":"10.36834/cmej.71129","title":"Peer support programs in the fields of medicine and nursing: a systematic search and narrative review","year":2021,"lang":"en","type":"review","venue":"Canadian Medical Education Journal","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Ottawa","funders":"","keywords":"Narrative; Narrative review; Peer review; Alternative medicine; Nursing; Psychology; Computer science; Medical education; Medicine; Biology; Literature; Pathology; Psychotherapist; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008078033,0.0001742065,0.001267291,0.0002587838,0.0004002477,0.000009910957,0.0002278458,0.0003154354,0.004253034],"category_scores_gemma":[0.005318393,0.00009626357,0.00006568186,0.0003749785,0.0002102716,0.00003490594,0.0000150751,0.001952009,0.000006303414],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004617759,"about_ca_system_score_gemma":0.06182917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004450846,"about_ca_topic_score_gemma":0.01243951,"domain_scores_codex":[0.9936553,0.003203167,0.001569636,0.0001745341,0.0009990941,0.0003982203],"domain_scores_gemma":[0.9952084,0.00056424,0.0004459035,0.0001971073,0.0004693453,0.003114946],"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":[6.199932e-7,0.00004735637,0.00002876748,0.5039127,0.00001714171,0.00001750626,0.03690563,7.11626e-10,2.070082e-10,0.0004199861,0.09713673,0.3615136],"study_design_scores_gemma":[0.0001057884,0.00009591405,0.00000299649,0.5424332,0.0001186919,0.0002637501,0.03736101,6.140419e-7,3.458425e-10,0.00003038751,0.4195416,0.00004607861],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000211687,0.9442196,0.000001328957,0.05051532,0.00101133,0.002825384,0.000005391247,0.000001348145,0.001399123],"genre_scores_gemma":[0.00005692561,0.972645,0.00002217117,0.02553443,0.0004141661,0.000369331,0.000217496,0.00001055533,0.0007298566],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3614675,"threshold_uncertainty_score":0.9966572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4086582937194077,"score_gpt":0.5650749192174367,"score_spread":0.156416625498029,"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."}}