{"id":"W4388768190","doi":"10.1108/jpmh-09-2023-0083","title":"Overcoming challenges of embedding child and youth mental health research in community NHS services","year":2023,"lang":"en","type":"article","venue":"Journal of Public Mental Health","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"School of Psychology, Cardiff University; Economic and Social Research Council; Queen's University; Queen's University Belfast; Cardiff University; University of Bath","keywords":"Mental health; Psychology; Medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0289013,0.0002027281,0.0008411193,0.001261805,0.002594817,0.00002500724,0.0004427879,0.0001399868,0.00003560298],"category_scores_gemma":[0.0001019949,0.0001753775,0.00008600685,0.000898312,0.0001224305,0.0004659372,0.0005075439,0.003484571,0.00001065998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001274909,"about_ca_system_score_gemma":0.001797572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004356573,"about_ca_topic_score_gemma":0.004842211,"domain_scores_codex":[0.9888216,0.006593,0.001971207,0.0002296153,0.001029979,0.00135462],"domain_scores_gemma":[0.996726,0.0004912976,0.00140319,0.0003217907,0.0001891076,0.0008686458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004621395,0.001552338,0.1082697,0.02148938,0.0001109313,0.000005911896,0.7870197,0.000008111315,0.00005779634,0.008637741,0.007996558,0.0643897],"study_design_scores_gemma":[0.004351614,0.001367119,0.1979108,0.01626208,0.000003924948,0.00004580346,0.7690946,0.0003815936,0.000004713186,0.0005684732,0.009833174,0.0001760676],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.862218,0.01170139,0.000002220455,0.1230515,0.0008383912,0.000954199,0.0001893844,0.00003421951,0.001010692],"genre_scores_gemma":[0.9633732,0.03340358,0.0001169079,0.002602753,0.0003599776,0.000001773958,0.00006661366,0.00003329022,0.00004184793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1204488,"threshold_uncertainty_score":0.9999505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3350746917249882,"score_gpt":0.5191252550219342,"score_spread":0.184050563296946,"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."}}