{"id":"W4411504799","doi":"10.1016/j.schres.2025.05.021","title":"Implementation of a digital measurement-based care approach in an early intervention service for psychosis: the PEPP-Montreal electronic data capture protocol and its alignment with learning health system principles","year":2025,"lang":"en","type":"article","venue":"Schizophrenia Research","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; McGill University; Douglas Mental Health University Institute; Douglas College","funders":"HLS Therapeutics","keywords":"Protocol (science); Intervention (counseling); Service (business); Digital health; Psychology; Computer science; Health care; Medicine; Medical education; Psychiatry; Business; Alternative medicine; Political science","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":[0.1224545,0.001465834,0.001281982,0.005288855,0.008381254,0.004826097,0.004137951,0.002286611,0.01096745],"category_scores_gemma":[0.1119045,0.001925804,0.002228193,0.005812749,0.004121433,0.003434303,0.007619652,0.004302006,0.00320762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02429967,"about_ca_system_score_gemma":0.1145434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1192636,"about_ca_topic_score_gemma":0.1708017,"domain_scores_codex":[0.8839643,0.08307078,0.01467729,0.003543565,0.009805773,0.004938363],"domain_scores_gemma":[0.9113567,0.02645621,0.007282523,0.0149798,0.03524341,0.004681402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01034435,0.01684009,0.07002248,0.007398032,0.0004128101,0.0009525945,0.03869876,0.01395584,0.00646822,0.05800404,0.06219791,0.714705],"study_design_scores_gemma":[0.02263776,0.02698412,0.4357521,0.01186723,0.0009274034,0.0005121037,0.03178811,0.0272802,0.0312034,0.01829799,0.3910836,0.001666012],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.02249688,0.0001442407,0.05994946,0.002267166,0.0001497441,0.8965111,0.004134224,0.0003615152,0.01398561],"genre_scores_gemma":[0.02921818,0.0001797898,0.07442106,0.000732706,0.00003814649,0.8927252,0.0008815149,0.00003734002,0.001766095],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1224545,"threshold_uncertainty_score":0.6476089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1001492480971541,"score_gpt":0.4217802608844646,"score_spread":0.3216310127873105,"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."}}