{"id":"W4412585836","doi":"10.1186/s13033-025-00676-8","title":"Using the service needs index to quantify complexity and identify treatment needs across youth mental health service populations: an observational study","year":2025,"lang":"en","type":"article","venue":"International Journal of Mental Health Systems","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Medical Research Future Fund; National Health and Medical Research Council","keywords":"Observational study; Health administration; Mental health; Service (business); Mental health service; Index (typography); Medicine; Psychology; Public health; Gerontology; Psychiatry; Nursing; Business; Computer science; Marketing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004962379,0.0003421264,0.000674888,0.001986904,0.001483078,0.001270544,0.000687325,0.0005962697,0.001020831],"category_scores_gemma":[0.008927663,0.0007165891,0.00120986,0.002294826,0.001114085,0.001495445,0.002264335,0.001691148,0.0002822487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002413685,"about_ca_system_score_gemma":0.00238739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03403052,"about_ca_topic_score_gemma":0.04250066,"domain_scores_codex":[0.997329,0.001010941,0.0004270437,0.0003205688,0.0005363481,0.0003760991],"domain_scores_gemma":[0.9940089,0.001324576,0.002400395,0.0004795929,0.0009392404,0.0008474113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004504355,0.000196768,0.9960829,0.00002546162,0.00002637512,0.00004258419,0.00201439,0.00002126611,0.00004718435,0.00001863523,0.0001039138,0.001375543],"study_design_scores_gemma":[0.00001920045,0.0004271725,0.9914232,0.00004452974,0.00003692462,0.0001479698,0.007199098,0.0002520449,0.00006875171,0.00003391749,0.0003336221,0.00001349357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993129,0.00005014352,0.0001241662,0.00001957308,0.000001985974,0.0001145358,0.0002415452,0.000001458684,0.0001336689],"genre_scores_gemma":[0.9982939,0.0001182386,0.0004936701,0.00005214092,0.000006785419,0.0003341106,0.0005919898,0.000003609532,0.0001054352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03403052,"threshold_uncertainty_score":0.06766492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5260098056429778,"score_gpt":0.5750836953516545,"score_spread":0.04907388970867665,"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."}}