{"id":"W4408472679","doi":"10.1186/s12961-024-01281-w","title":"Implementing a rapid-learning health system in early intervention services for psychosis: qualitative evaluation of its feasibility and acceptability","year":2025,"lang":"en","type":"article","venue":"Health Research Policy and Systems","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université Laval; Université du Québec à Montréal; Centre Hospitalier de l’Université de Montréal; McGill University; Douglas Mental Health University Institute; Douglas College","funders":"","keywords":"Health services research; Public health; Health administration; Intervention (counseling); Qualitative research; Medicine; Health informatics; Medical education; Nursing; Health policy; Social policy; Political science; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.07121113,0.0001548328,0.0005643066,0.0009084977,0.0005296732,0.0001151822,0.0001600048,0.00009080629,0.00001246521],"category_scores_gemma":[0.001088475,0.0001557804,0.00008824703,0.0008813663,0.0001134323,0.0002543467,0.0001446923,0.0003649765,0.000003676467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001685613,"about_ca_system_score_gemma":0.0004279903,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06955546,"about_ca_topic_score_gemma":0.01010365,"domain_scores_codex":[0.9819151,0.01357112,0.001996241,0.0006661553,0.0007022684,0.001149172],"domain_scores_gemma":[0.996587,0.001412637,0.0006057358,0.0003095382,0.0008227784,0.0002622789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009996007,0.00123654,0.1135706,0.124952,0.0001810157,3.567202e-7,0.108438,0.000008044037,0.000005581553,0.2700445,0.0004353178,0.3801284],"study_design_scores_gemma":[0.008121564,0.004537081,0.5523527,0.01415566,0.00001956958,0.000007394084,0.401908,0.008645102,0.00001710296,0.005642592,0.004352183,0.0002410355],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9641288,0.02141979,0.0002414224,0.003468515,0.0004083419,0.008047723,0.0002609408,0.00004187132,0.001982579],"genre_scores_gemma":[0.9971346,0.00007603012,0.00004118503,0.00007184812,0.00006025237,0.002324976,0.00003326543,0.0000143266,0.0002434875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4387821,"threshold_uncertainty_score":0.9563836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5286205384158588,"score_gpt":0.6723928468142495,"score_spread":0.1437723083983907,"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."}}