{"id":"W3193195852","doi":"10.2196/32271","title":"Acceptability, Engagement, and Effects of a Mobile Digital Intervention to Support Mental Health for Young Adults Transitioning to College: Pilot Randomized Controlled Trial","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health","keywords":"Mental health; Randomized controlled trial; Short Message Service; Psychological intervention; Scale (ratio); Intervention (counseling); Psychology; Usability; Stressor; Medicine; Clinical psychology; Psychiatry","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":[0.006042038,0.00210492,0.003623722,0.0009276046,0.001279958,0.001649352,0.001714641,0.002938329,0.01598207],"category_scores_gemma":[0.008478766,0.00112413,0.002860832,0.000821279,0.002118104,0.001972922,0.001328609,0.003136128,0.001256977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001669153,"about_ca_system_score_gemma":0.002949344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003234295,"about_ca_topic_score_gemma":0.005334659,"domain_scores_codex":[0.9956821,0.002368259,0.0004818825,0.0006675293,0.0003131483,0.0004870823],"domain_scores_gemma":[0.9951141,0.002050776,0.0009723908,0.0003687447,0.0004579716,0.001035979],"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":[0.9329454,0.04536296,0.00103738,0.00170791,0.001182867,0.00004858203,0.0002198369,0.0001858043,0.0007534006,0.00008677656,0.0005223907,0.01594672],"study_design_scores_gemma":[0.8804116,0.1162538,0.001921704,0.000109901,0.0004464266,0.000008652789,0.00007357277,0.0001786807,0.0001517931,0.00008857373,0.0003427319,0.00001239555],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8483087,0.002168528,0.001564484,0.0007358837,0.000831568,0.141142,0.002042383,0.0003139644,0.002892533],"genre_scores_gemma":[0.8018557,0.001449588,0.006821079,0.0008469081,0.0005889953,0.1853746,0.000668056,0.00003299167,0.00236196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01598207,"threshold_uncertainty_score":0.05346531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05540584448165507,"score_gpt":0.4827832160769283,"score_spread":0.4273773715952732,"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."}}