{"id":"W4393940890","doi":"10.1186/s13063-024-08076-y","title":"Increasing access to mental health supports for 12–17-year-old Indigenous youth with the JoyPop mobile mental health app: study protocol for a randomized controlled trial","year":2024,"lang":"en","type":"article","venue":"Trials","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Dalhousie University; First Nations Health and Social Secretariat of Manitoba; University of New Brunswick; Thunder Bay Regional Health Sciences Centre; Lakehead University","funders":"Canadian Institutes of Health Research; Sick Kids Foundation","keywords":"Mental health; Randomized controlled trial; Medicine; Indigenous; Intervention (counseling); Distress; Psychiatry; Clinical psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"randomized_trial","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"randomized_trial","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.02904293,0.0005140124,0.003609555,0.000354439,0.0008145844,0.0007107141,0.0005339465,0.0001056797,0.0003549561],"category_scores_gemma":[0.0005131648,0.0002993223,0.001087902,0.0003329281,0.0001040291,0.000286154,0.0001303772,0.0002307765,0.00004085906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006354701,"about_ca_system_score_gemma":0.0009471752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001803545,"about_ca_topic_score_gemma":0.0007950473,"domain_scores_codex":[0.9892115,0.00453234,0.003566859,0.0009335417,0.0006075078,0.001148248],"domain_scores_gemma":[0.9938533,0.003640257,0.001410169,0.0005522937,0.00008858011,0.0004554217],"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":[0.9205436,0.003499676,0.00001810112,0.0003226649,0.001227644,0.000002762476,0.0273783,0.000002224679,0.000001451768,0.0003549455,0.03942229,0.007226317],"study_design_scores_gemma":[0.9486465,0.02518268,0.0000124819,0.0005006705,0.0002253204,0.00002066838,0.008963244,0.00001056717,0.00001434329,0.0002308467,0.01590269,0.0002899516],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.04847264,0.0001369351,0.0006908416,0.005279165,0.0031443,0.9392223,0.002151183,0.00028206,0.0006205543],"genre_scores_gemma":[0.1465456,9.85937e-7,0.0002816601,0.001606043,0.0007495247,0.8473181,0.00024347,0.0001142319,0.003140431],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.09807294,"threshold_uncertainty_score":0.9999459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1542590860651734,"score_gpt":0.5315786995807299,"score_spread":0.3773196135155565,"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."}}