{"id":"W3208953320","doi":"10.2196/25749","title":"A Mobile App to Enhance Behavioral Activation Treatment for Substance Use Disorder: App Design, Use, and Integration Into Treatment in the Context of a Randomized Controlled Trial","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Drug Abuse; National Institute of Mental Health","keywords":"Smartphone app; Context (archaeology); Mobile apps; Randomized controlled trial; Smartphone application; Substance use; Psychology; Behavioral activation; Medicine; Clinical psychology; Psychiatry; World Wide Web; Multimedia; 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":[0.009217514,0.002358151,0.003882888,0.001405274,0.001329528,0.002027551,0.001241585,0.003494421,0.01160154],"category_scores_gemma":[0.01534944,0.0009751056,0.00397654,0.001021629,0.001635522,0.001989158,0.001404921,0.002839189,0.001232422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001227734,"about_ca_system_score_gemma":0.002843984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001641005,"about_ca_topic_score_gemma":0.002502231,"domain_scores_codex":[0.9903314,0.006112605,0.001141703,0.0009808909,0.0007482705,0.0006851452],"domain_scores_gemma":[0.9945906,0.002705603,0.001089959,0.0003891963,0.0006522835,0.0005722351],"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":[0.8734568,0.04648741,0.0008259672,0.007659107,0.003058753,0.00009459344,0.0004732582,0.0004599754,0.001569997,0.0004958344,0.001395846,0.06402245],"study_design_scores_gemma":[0.8471368,0.145536,0.001991339,0.0005113255,0.001587586,0.00002430168,0.0001287655,0.000659019,0.0004176012,0.0002865549,0.00167864,0.00004199386],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5873669,0.007581892,0.007702759,0.001002192,0.002762625,0.3855384,0.001813813,0.0006855371,0.00554584],"genre_scores_gemma":[0.4904106,0.003338577,0.02206126,0.000810417,0.0008246917,0.4792325,0.0003423335,0.00005308436,0.002926421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01160154,"threshold_uncertainty_score":0.04874748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09773233837615797,"score_gpt":0.4343869528239602,"score_spread":0.3366546144478022,"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."}}