{"id":"W4413099661","doi":"10.1136/bmjopen-2024-094356","title":"Service providers’ perspectives on youth peer support: the importance of integration and oversight – an interpretive description study in British Columbia, Canada","year":2025,"lang":"en","type":"article","venue":"BMJ Open","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Spinal Cord Injury BC; University of British Columbia","funders":"","keywords":"Peer support; CLARITY; General partnership; Mental health; Service provider; Medicine; Public relations; Service (business); Construct (python library); Corporate governance; Nursing; Medical education; Political science; Psychiatry; Management; Business","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01014217,0.0006310602,0.0008459919,0.002882679,0.03425618,0.009696194,0.002834491,0.001582584,0.002591981],"category_scores_gemma":[0.01438768,0.0007441392,0.0003454692,0.005833885,0.01229664,0.002485185,0.005918372,0.004468999,0.0001749272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1240817,"about_ca_system_score_gemma":0.1691759,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.989994,"about_ca_topic_score_gemma":0.9944272,"domain_scores_codex":[0.9897926,0.004754761,0.0003932636,0.0006459867,0.001532859,0.002880553],"domain_scores_gemma":[0.9857144,0.005737775,0.000974768,0.0003293604,0.004997246,0.002246497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002249213,0.0000230537,0.0123857,0.00009116926,0.00000535457,0.0008544807,0.9809844,0.00003726391,0.0002374982,0.001122894,0.001013032,0.003222703],"study_design_scores_gemma":[0.000001853026,0.000007189932,0.007025417,0.0001611413,0.000004103362,0.00005083682,0.9889511,0.00005580788,0.0000530235,0.00005981445,0.003620164,0.000009515215],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803594,0.001864541,0.0005494445,0.00484868,0.00006205993,0.0001591174,0.0001721426,0.00001181407,0.01197283],"genre_scores_gemma":[0.995278,0.001009802,0.0002726904,0.0007735532,0.000007861677,0.00007198985,0.0000663218,0.00002064027,0.002499192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1240817,"threshold_uncertainty_score":0.9002798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1722836149840919,"score_gpt":0.4402902249742573,"score_spread":0.2680066099901654,"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."}}