{"id":"W3203718848","doi":"10.1186/s13011-021-00404-8","title":"The Alcohol Use Disorders Identification Test (AUDIT) in the Russian language - a systematic review of validation efforts and application challenges","year":2021,"lang":"en","type":"review","venue":"Substance Abuse Treatment Prevention and Policy","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Research Chairs; Public Health Ontario; University of Toronto; Mental Health Research Canada; Centre for Addiction and Mental Health","funders":"Ministry of Health of the Russian Federation","keywords":"Audit; Alcohol Use Disorders Identification Test; Test (biology); Scale (ratio); Medicine; Population; Health care; Identification (biology); Systematic review; Family medicine; MEDLINE; Psychology; Environmental health; Business; Political science; Poison control; Geography; Accounting; Injury prevention","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.05338567,0.001173187,0.005627463,0.01366372,0.001081097,0.003553567,0.002041813,0.001697649,0.002047213],"category_scores_gemma":[0.1508977,0.001165472,0.005204931,0.01307952,0.001698298,0.00353443,0.002806514,0.001648868,0.0002663994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005396847,"about_ca_system_score_gemma":0.03129347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02028541,"about_ca_topic_score_gemma":0.0460176,"domain_scores_codex":[0.957409,0.01746805,0.01531051,0.002071075,0.007230883,0.0005105822],"domain_scores_gemma":[0.814801,0.1477091,0.01693929,0.002854797,0.01707004,0.0006257912],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001795128,0.00003822858,0.002460113,0.8498994,0.002705382,0.00009740611,0.001439739,0.0001545447,0.0001638527,0.0008204518,0.002449573,0.1395919],"study_design_scores_gemma":[0.00008634657,0.0001682646,0.006594843,0.9531772,0.01189303,0.0002928012,0.001061795,0.0001006582,0.0002247178,0.0002851197,0.02606237,0.00005299631],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001252476,0.9971469,0.0002596057,0.0003938177,0.0001070229,0.0002943266,0.0002836581,0.000006587316,0.0002556993],"genre_scores_gemma":[0.01865877,0.9775134,0.001839636,0.0005390374,0.00006603709,0.0009107342,0.0003813024,0.00001244714,0.00007862019],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9466143,"threshold_uncertainty_score":0.2823338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04504047258455723,"score_gpt":0.3750251719894109,"score_spread":0.3299846994048536,"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."}}