{"id":"W2525794602","doi":"10.2196/mental.6001","title":"Web-Based Intervention to Reduce Substance Abuse and Depressive Symptoms in Mexico: Development and Usability Test","year":2016,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Usability; Intervention (counseling); Test (biology); Clinical psychology; Web application; Psychology; Substance abuse; Psychiatry; Medicine; World Wide Web; Computer science; Human–computer interaction","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":[0.002975399,0.0002883586,0.0004055697,0.0004919124,0.000406091,0.0003232783,0.0003807353,0.0003802586,0.002437607],"category_scores_gemma":[0.004073199,0.0002281131,0.0005715376,0.0002351345,0.0001790761,0.0003454964,0.0004709413,0.0003152475,0.0001826529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004555679,"about_ca_system_score_gemma":0.0008984742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002018124,"about_ca_topic_score_gemma":0.00261962,"domain_scores_codex":[0.9992006,0.0004506845,0.0000907043,0.00007714539,0.0001116962,0.0000691728],"domain_scores_gemma":[0.9986023,0.0007578378,0.0001312225,0.00008731995,0.000305597,0.000115731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.007902574,0.08658265,0.2405498,0.002991158,0.0005131931,0.0008123806,0.01330945,0.002140519,0.0216225,0.00058392,0.005073204,0.6179186],"study_design_scores_gemma":[0.0047064,0.07717541,0.88031,0.0007768763,0.0007856587,0.0003528191,0.004871351,0.005460362,0.01053051,0.0001729975,0.01479781,0.00005980243],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933854,0.0001355499,0.001132942,0.0001233027,0.00001582005,0.003529258,0.0002471509,0.00006369608,0.001366886],"genre_scores_gemma":[0.9654848,0.0007493567,0.01911709,0.0001619991,0.00003087905,0.01125049,0.0007454031,0.00002607613,0.002433911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002975399,"threshold_uncertainty_score":0.01573563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02580325542976068,"score_gpt":0.3838315136568178,"score_spread":0.3580282582270571,"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."}}