{"id":"W2800544011","doi":"10.1111/hex.12694","title":"Co‐designing for quality: Creating a user‐driven tool to improve quality in youth mental health services","year":2018,"lang":"en","type":"article","venue":"Health Expectations","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"","keywords":"Mental health; Service provider; Quality (philosophy); Nursing; Service (business); Health care; Psychology; Medicine; Psychiatry; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002552756,0.0003129895,0.0007255945,0.0003358006,0.003905362,0.00002712187,0.0002536466,0.0001468299,0.0001306245],"category_scores_gemma":[0.0001262416,0.0003202555,0.00009559794,0.0005364124,0.00005040497,0.0002413213,0.00007791008,0.0004059875,0.00025995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001412528,"about_ca_system_score_gemma":0.001883517,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02155413,"about_ca_topic_score_gemma":0.01955097,"domain_scores_codex":[0.9925926,0.001773438,0.002696789,0.0007512234,0.0005287125,0.001657274],"domain_scores_gemma":[0.9963028,0.0008910697,0.001180711,0.0005110336,0.0002843356,0.0008300418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007215884,0.0004913839,0.0635309,0.008532365,0.00003238869,2.122542e-7,0.9129083,0.00001009168,0.0003611896,0.006423173,0.002420464,0.004567904],"study_design_scores_gemma":[0.006825067,0.00413322,0.0315549,0.004732708,0.0000131266,4.093982e-7,0.9336291,0.001059959,0.0002449897,0.0004777765,0.01658672,0.0007420022],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.943844,0.000875372,0.008653108,0.01179256,0.003013012,0.02302826,0.005901521,0.0004167655,0.002475393],"genre_scores_gemma":[0.9082996,0.00004836217,0.03562985,0.04759091,0.0008592147,0.003505701,0.003204347,0.00008173606,0.0007803447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03579835,"threshold_uncertainty_score":0.999925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2846568431797514,"score_gpt":0.5299079891466854,"score_spread":0.2452511459669339,"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."}}