{"id":"W2945267894","doi":"10.2196/12396","title":"Mental Health Promotion Among University Students Using Text Messaging: Protocol for a Randomized Controlled Trial of a Mobile Phone–Based Intervention","year":2019,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Linköpings Universitet","keywords":"Mental health; Randomized controlled trial; Anxiety; Medicine; mHealth; Intervention (counseling); Short Message Service; Mobile phone; Psychiatry; Psychology; Psychological intervention; Computer science","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":[0.04300804,0.007038029,0.01454547,0.003298937,0.005031652,0.004460858,0.003820895,0.009444815,0.08992485],"category_scores_gemma":[0.03514628,0.0037677,0.006000096,0.004612328,0.00430241,0.004409709,0.002454808,0.01077663,0.01517886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006098857,"about_ca_system_score_gemma":0.0169655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002605051,"about_ca_topic_score_gemma":0.005870204,"domain_scores_codex":[0.9719858,0.01634745,0.003881232,0.002320199,0.002694085,0.002771176],"domain_scores_gemma":[0.9831336,0.004466827,0.00352108,0.002489072,0.004007139,0.002382216],"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":[0.7275491,0.03635813,0.001278191,0.06423173,0.003332781,0.0007915525,0.001559507,0.005171901,0.00474484,0.01061205,0.05340086,0.09096925],"study_design_scores_gemma":[0.861787,0.04066707,0.002828485,0.01052707,0.001206761,0.000125,0.0003672543,0.003629324,0.00169349,0.00635383,0.07055339,0.0002612589],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0004358887,0.0000793513,0.0006211265,0.00006445618,0.0001530339,0.9981457,0.0002772806,0.00003776355,0.0001854638],"genre_scores_gemma":[0.0003656092,0.00004728752,0.0007986219,0.00005519795,0.0000224348,0.9985475,0.00003529065,0.000002019182,0.0001259653],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08992485,"threshold_uncertainty_score":0.3008286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2024391097934155,"score_gpt":0.610343876263365,"score_spread":0.4079047664699494,"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."}}