{"id":"W4205504349","doi":"10.2196/31109","title":"Testing an mHealth System for Individuals With Mild to Moderate Alcohol Use Disorders: Protocol for a Type 1 Hybrid Effectiveness-Implementation Trial","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Alcohol Abuse and Alcoholism; National Institutes of Health","keywords":"mHealth; Context (archaeology); Intervention (counseling); Randomized controlled trial; Quality of life (healthcare); Brief intervention; Protocol (science); Health care; Alcohol use disorder; Medicine; Psychology; Psychological intervention; Clinical psychology; Applied psychology; Nursing; Alternative medicine; Alcohol","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":[0.04122004,0.004786641,0.007407336,0.001767908,0.003955366,0.004189529,0.003398606,0.007142589,0.07546475],"category_scores_gemma":[0.03797125,0.003136218,0.005005667,0.001888984,0.003606666,0.00382913,0.00263512,0.008255353,0.01673193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005323568,"about_ca_system_score_gemma":0.01584512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002636795,"about_ca_topic_score_gemma":0.0046723,"domain_scores_codex":[0.9782296,0.01253248,0.002521676,0.001951296,0.002711312,0.002053658],"domain_scores_gemma":[0.9827039,0.004854383,0.003204909,0.002631782,0.00453689,0.002068087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.7408678,0.05882559,0.001875218,0.03231861,0.002998865,0.0006698609,0.00161173,0.004866434,0.004999441,0.008295659,0.04299667,0.09967418],"study_design_scores_gemma":[0.8194053,0.07929865,0.00539294,0.006439548,0.001312832,0.0001388835,0.0004616012,0.002674773,0.002037768,0.005709129,0.07685164,0.0002770002],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001066789,0.00007014905,0.0008645147,0.00008603074,0.0001171849,0.9969231,0.0004343411,0.00004169751,0.000396183],"genre_scores_gemma":[0.000658711,0.00003795099,0.0009023325,0.00005901404,0.00001445497,0.9981342,0.00005411886,0.000002441235,0.0001368674],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.07546475,"threshold_uncertainty_score":0.2524548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5509865925796219,"score_gpt":0.6228524844093893,"score_spread":0.07186589182976744,"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."}}