{"id":"W4229029486","doi":"10.2196/35749","title":"Understanding Design Approaches and Evaluation Methods in mHealth Apps Targeting Substance Use: Protocol for a Systematic Review","year":2022,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Drug Abuse; National Institute on Alcohol Abuse and Alcoholism; National Institutes of Health","keywords":"mHealth; Protocol (science); Computer science; Systematic review; Substance use; Medicine; Data science; MEDLINE; Alternative medicine; Psychological intervention; Clinical psychology; Nursing","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1791134,0.007600358,0.02009357,0.02323402,0.006825206,0.01058822,0.00563593,0.01046691,0.04043591],"category_scores_gemma":[0.212552,0.00646821,0.02148425,0.01950714,0.0065429,0.009842037,0.00773384,0.008895715,0.007259859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0216884,"about_ca_system_score_gemma":0.08381454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00951089,"about_ca_topic_score_gemma":0.01794698,"domain_scores_codex":[0.8278892,0.08232892,0.05849864,0.008024612,0.01722713,0.006031557],"domain_scores_gemma":[0.8442041,0.07180841,0.02668863,0.01380565,0.04081703,0.002676183],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.004986681,0.0004495226,0.0008643485,0.8952765,0.003300372,0.0006216758,0.00365945,0.001131292,0.001045255,0.004933639,0.01688129,0.06685007],"study_design_scores_gemma":[0.02592157,0.002558581,0.003415919,0.7801006,0.01067606,0.0004246345,0.00403397,0.001315663,0.002771159,0.008834863,0.1594965,0.0004502678],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002178463,0.002038745,0.001582815,0.0001976132,0.0001714099,0.9943529,0.001068095,0.00004464873,0.0003259114],"genre_scores_gemma":[0.0002770053,0.0007411442,0.002946234,0.00009541475,0.00001043909,0.9957321,0.00009969757,0.00000565051,0.00009235927],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.8208866,"threshold_uncertainty_score":0.9472536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9604348511432843,"score_gpt":0.763172923419297,"score_spread":0.1972619277239873,"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."}}