{"id":"W4405438761","doi":"10.2196/65245","title":"Digital Mental Health Screening, Feedback, and Referral System for Teens With Socially Complex Needs: Protocol for a Randomized Controlled Trial Integrating the Teen Assess, Check, and Heal System into Pediatric Primary Care","year":2024,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health","keywords":"Mental health; Randomized controlled trial; Protocol (science); Preprint; Referral; Primary care; Medicine; Medical education; Digital health; Psychology; Health care; Family medicine; Nursing; Alternative medicine; Computer science; Psychiatry; World Wide Web","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":[0.02907144,0.005784712,0.01040238,0.003531798,0.004506437,0.004595925,0.003783789,0.006751372,0.08889781],"category_scores_gemma":[0.02495793,0.003398027,0.004149321,0.003616376,0.003527968,0.003678383,0.002225073,0.009177428,0.01086363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00624951,"about_ca_system_score_gemma":0.01690203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004281364,"about_ca_topic_score_gemma":0.008576346,"domain_scores_codex":[0.981656,0.01052001,0.002034348,0.001636869,0.001954369,0.002198434],"domain_scores_gemma":[0.987495,0.003631812,0.002574225,0.001481725,0.002566752,0.002250457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8493888,0.0583429,0.001129273,0.0162531,0.001929277,0.0002946,0.0007642059,0.002286827,0.002320552,0.004570346,0.01967786,0.04304216],"study_design_scores_gemma":[0.944801,0.03211256,0.001235264,0.001833976,0.0005308643,0.00003027481,0.0001843826,0.001355504,0.0006249927,0.00154641,0.01566619,0.00007871132],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001225424,0.00007900356,0.0004954995,0.0000729315,0.0001485723,0.9972018,0.0004269058,0.00004690382,0.0003029611],"genre_scores_gemma":[0.001127961,0.00005564462,0.0008860104,0.0000663394,0.00002545222,0.9976216,0.00003635675,0.000002652172,0.0001780064],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08889781,"threshold_uncertainty_score":0.2973928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2132094355754335,"score_gpt":0.5546233005477728,"score_spread":0.3414138649723393,"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."}}