{"id":"W4404938922","doi":"10.2196/64459","title":"A Brief Cognitive Behavioral Therapy–Based Digital Intervention for Reducing Hazardous Alcohol Use in South Korea: Development and Prospective Pilot Study","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Intervention (counseling); Cognition; Psychology; Hazardous waste; Cognitive behavioral therapy; Medicine; Engineering; Computer science; Psychiatry; Waste management; World Wide Web","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":[0.001583339,0.0008513835,0.0009935068,0.0007281604,0.000594824,0.0004407775,0.0005075632,0.0004608301,0.00261988],"category_scores_gemma":[0.00087167,0.0004176222,0.0009922826,0.0004232546,0.0005146921,0.0005914106,0.0006334357,0.000669898,0.0003404029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006185863,"about_ca_system_score_gemma":0.002581254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003560806,"about_ca_topic_score_gemma":0.007836946,"domain_scores_codex":[0.9995291,0.0001707868,0.00005849381,0.00007281353,0.0000630707,0.0001057517],"domain_scores_gemma":[0.9995148,0.00007383706,0.00007805391,0.00004406233,0.00009871324,0.000190535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.0459105,0.5591596,0.06654796,0.006062749,0.001414497,0.0009982821,0.005905904,0.0008644551,0.03379405,0.0002863037,0.001485549,0.2775702],"study_design_scores_gemma":[0.05892378,0.5866471,0.3380189,0.0005195452,0.001489922,0.0002626231,0.004526705,0.001454449,0.003998922,0.0001517778,0.003917311,0.00008898289],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942477,0.0001564071,0.0002539319,0.00006799903,0.0000150985,0.004768537,0.0001544213,0.00001586534,0.000320184],"genre_scores_gemma":[0.9743181,0.001095011,0.006211283,0.0003594096,0.00002334666,0.01622427,0.0005015909,0.00001019894,0.001256887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003560806,"threshold_uncertainty_score":0.008764386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1938028881055771,"score_gpt":0.4533388031731274,"score_spread":0.2595359150675502,"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."}}