{"id":"W3153515313","doi":"10.2196/23986","title":"Factors Predicting Trial Engagement, Treatment Satisfaction, and Health-Related Quality of Life During a Web-Based Treatment and Social Networking Trial for Binge Drinking and Depression in Young Adults: Secondary Analysis of a Randomized Controlled Trial","year":2021,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Comorbidity; Psychological intervention; Binge drinking; Quality of life (healthcare); Psychiatry; Depression (economics); Medicine; Gerontology; Clinical psychology; Environmental health; Suicide prevention; Poison control; 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":[],"consensus_categories":[],"category_scores_codex":[0.01237521,0.0009483863,0.003642668,0.0007710672,0.0006685262,0.001543216,0.000748744,0.001499923,0.005262377],"category_scores_gemma":[0.02089454,0.0005032883,0.007147352,0.001139914,0.0009629307,0.001325209,0.001024746,0.002224667,0.0003800869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009052296,"about_ca_system_score_gemma":0.001740846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001240479,"about_ca_topic_score_gemma":0.002077049,"domain_scores_codex":[0.9893864,0.007119,0.001336328,0.0008180938,0.0006383911,0.0007016699],"domain_scores_gemma":[0.9821416,0.008493296,0.006051423,0.0009039515,0.0008675716,0.001542139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.818006,0.009878436,0.09126288,0.008445716,0.03560742,0.00009683555,0.0005571648,0.0007395704,0.0007277906,0.0002747819,0.002081418,0.03232201],"study_design_scores_gemma":[0.513227,0.108373,0.327047,0.00172182,0.04097917,0.0001484247,0.0005026148,0.003899245,0.0007599245,0.0009837993,0.002227468,0.0001304091],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754934,0.006024728,0.001179345,0.0007057411,0.0002761748,0.01141358,0.002921973,0.00007762238,0.001907392],"genre_scores_gemma":[0.9796566,0.0009935083,0.001683813,0.0003434753,0.0002062215,0.01548526,0.001080419,0.00001070797,0.0005399733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01237521,"threshold_uncertainty_score":0.06544721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0698626797136799,"score_gpt":0.4127278720288914,"score_spread":0.3428651923152115,"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."}}