{"id":"W4391840077","doi":"10.2196/45754","title":"The Implementation of Recommender Systems for Mental Health Recovery Narratives: Evaluation of Use and Performance","year":2024,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"NIHR Nottingham Biomedical Research Centre; Department of Health and Social Care; National Institute for Health and Care Research","keywords":"Narrative; Mental health; Psychological intervention; Neon; Disadvantaged; Recommender system; Computer science; Psychology; World Wide Web; Psychotherapist; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01716461,0.001089276,0.001594116,0.001353442,0.000794897,0.001624757,0.001499028,0.002058835,0.002110706],"category_scores_gemma":[0.06441309,0.0006340977,0.001471905,0.0008982269,0.0003305748,0.001630429,0.001435415,0.001380429,0.0009574722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001076573,"about_ca_system_score_gemma":0.001433701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009395595,"about_ca_topic_score_gemma":0.007539627,"domain_scores_codex":[0.9925736,0.004702597,0.0009150833,0.0007812602,0.0008682436,0.0001591334],"domain_scores_gemma":[0.9411709,0.04481426,0.002504224,0.004866839,0.005097996,0.001545796],"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":[0.0139376,0.01298182,0.1073368,0.005101818,0.003506843,0.000211535,0.004089829,0.03544698,0.00653504,0.0009852533,0.008776786,0.8010898],"study_design_scores_gemma":[0.007904779,0.05312897,0.1930076,0.00138216,0.004895528,0.0008405627,0.003955821,0.6924037,0.01885694,0.002571412,0.02031623,0.0007362754],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.950785,0.00238459,0.03643524,0.0006470506,0.0002370647,0.002955806,0.001266262,0.002433177,0.00285563],"genre_scores_gemma":[0.8327439,0.001500437,0.1593559,0.0002330513,0.00008393607,0.00200301,0.002162304,0.00008772355,0.001829713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01716461,"threshold_uncertainty_score":0.09077626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1214007002583169,"score_gpt":0.5085262530739612,"score_spread":0.3871255528156443,"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."}}