{"id":"W4415184025","doi":"10.1111/eip.70092","title":"Using a Learning Health System to Integrate Peer Support in Early Intervention Services for Psychosis in Quebec: Protocol for a Participatory, Mixed‐Methods Study (the <scp>PAIRPEP</scp> Project)","year":2025,"lang":"en","type":"article","venue":"Early Intervention in Psychiatry","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski; Université de Montréal; Université Laval; Quebec Rehabilitation Research Network; McGill University; Centre Hospitalier de l’Université de Montréal","funders":"Hewitt Foundation; Echo Foundation","keywords":"Protocol (science); Intervention (counseling); Peer support; Psychosis; Peer group; Clinical Practice; Peer-to-peer; Clinical decision support system","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0905524,0.002969447,0.002469333,0.003115626,0.007857911,0.005052085,0.005154608,0.003880261,0.03670558],"category_scores_gemma":[0.03411439,0.002130999,0.002435395,0.003330961,0.003754686,0.002651168,0.003275158,0.004544207,0.005410032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03864468,"about_ca_system_score_gemma":0.1143331,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1852425,"about_ca_topic_score_gemma":0.3610753,"domain_scores_codex":[0.956762,0.0301808,0.003240637,0.002542665,0.003202182,0.004071674],"domain_scores_gemma":[0.9736767,0.008038285,0.002035133,0.002577203,0.01066716,0.003005458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.03632152,0.02708364,0.01441511,0.06166686,0.000707745,0.004400413,0.1130443,0.01208906,0.01029939,0.02777915,0.1820572,0.5101357],"study_design_scores_gemma":[0.06609335,0.02046381,0.06392004,0.03946561,0.0007541715,0.000525949,0.05548128,0.008359493,0.008973422,0.01362203,0.7214094,0.0009314151],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002248233,0.0001093286,0.002957535,0.0002806497,0.00005915491,0.9917701,0.001202468,0.00004231039,0.001330067],"genre_scores_gemma":[0.002422435,0.0001005033,0.00463726,0.0001314857,0.00001157693,0.9920155,0.0002103452,0.000003728544,0.000467185],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.8147575,"threshold_uncertainty_score":0.4788926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.223702866205139,"score_gpt":0.563202567038137,"score_spread":0.339499700832998,"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."}}