{"id":"W3122365426","doi":"10.2196/24424","title":"Developing an Adaptive Mobile Intervention to Address Risky Substance Use Among Adolescents and Emerging Adults: Usability Study","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Drug Abuse; National Center for Advancing Translational Sciences; National Institute on Alcohol Abuse and Alcoholism; Michigan Institute for Clinical and Health Research","keywords":"mHealth; Psychological intervention; Medicine; eHealth; Usability; Intervention (counseling); Public health; Psychology; Psychiatry; Health care; Nursing; 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":[0.005676471,0.000823645,0.0007858846,0.000651438,0.000476554,0.0007965682,0.0007498826,0.0007033311,0.001661089],"category_scores_gemma":[0.01105193,0.0003760394,0.001129077,0.0002586596,0.0004214043,0.0008414877,0.0009514785,0.0005606108,0.0002879921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003802269,"about_ca_system_score_gemma":0.001019249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001116153,"about_ca_topic_score_gemma":0.002508466,"domain_scores_codex":[0.9981292,0.00103053,0.0001910556,0.0002034737,0.0002553688,0.0001903736],"domain_scores_gemma":[0.9967024,0.002124422,0.0001643886,0.0002193181,0.0005051491,0.0002842819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005576999,0.06851529,0.1041445,0.00761553,0.001058502,0.001877323,0.032105,0.002208276,0.02446518,0.0004622968,0.005025313,0.7469459],"study_design_scores_gemma":[0.0114394,0.3553641,0.506558,0.003065206,0.003185657,0.002740779,0.03369555,0.02111372,0.02088433,0.00105016,0.04044875,0.0004543374],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916002,0.0001609027,0.002423894,0.000131184,0.00003099912,0.004522051,0.0001787723,0.0001207983,0.000831244],"genre_scores_gemma":[0.9315648,0.00109062,0.0511114,0.0004721496,0.00006094447,0.0133759,0.0005236689,0.00007817645,0.001722277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005676471,"threshold_uncertainty_score":0.03002042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09795298106052912,"score_gpt":0.4499588817913494,"score_spread":0.3520059007308202,"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."}}