{"id":"W4402148716","doi":"10.1186/s13063-024-08424-y","title":"Promoting mental health and wellbeing among post-secondary students with the JoyPop™ 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":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of New Brunswick; Dalhousie University; Thunder Bay Regional Health Sciences Centre; Lakehead University","funders":"Fondation Brain Canada","keywords":"Mental health; Randomized controlled trial; Medicine; Intervention (counseling); Distress; Psychological intervention; mHealth; Quality of life (healthcare); Psychiatry; Clinical psychology; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":"low","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05172397,0.00692769,0.01509013,0.003539608,0.004516327,0.005843428,0.004260277,0.01035508,0.09506464],"category_scores_gemma":[0.05090982,0.004409998,0.007775286,0.004574086,0.004276884,0.005422086,0.002687415,0.01037611,0.01686971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006785258,"about_ca_system_score_gemma":0.02356963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003183691,"about_ca_topic_score_gemma":0.007408374,"domain_scores_codex":[0.969488,0.01745673,0.004260695,0.002286476,0.00374523,0.002762966],"domain_scores_gemma":[0.9789964,0.006503646,0.004514621,0.002432837,0.005016164,0.002536338],"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":[0.7113622,0.02458358,0.00122721,0.113286,0.004962351,0.0006753084,0.00164732,0.003267695,0.003497272,0.01026727,0.04061216,0.08461163],"study_design_scores_gemma":[0.8854293,0.02768578,0.002563398,0.01866358,0.001939682,0.000106859,0.0003961412,0.002630327,0.001132227,0.005594441,0.05362931,0.000228972],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0003351503,0.0001356646,0.0005389769,0.00007347461,0.0001373454,0.9982451,0.0003129998,0.00003495721,0.0001862992],"genre_scores_gemma":[0.0003431516,0.00006772543,0.0008261118,0.00005402874,0.00001616896,0.9985574,0.00003152421,0.000001756952,0.0001020846],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.09506464,"threshold_uncertainty_score":0.3180229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07507298711630032,"score_gpt":0.5020586851227069,"score_spread":0.4269856980064066,"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."}}