{"id":"W2023037705","doi":"10.7895/ijadr.v3i4.186","title":"Short-term changes in substance use among problematic alcohol and drug users from a general population sample","year":2014,"lang":"en","type":"article","venue":"The International Journal of Alcohol and Drug Research","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Stockholms Läns Landsting","keywords":"Audit; Population; Alcohol Use Disorders Identification Test; Drug; Medicine; Psychiatry; Psychology; Alcohol; Sample (material); Demography; Injury prevention; Poison control; Environmental health; Accounting","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001431986,0.0001269445,0.0002766617,0.000348548,0.00008573759,0.0001369031,0.0002189618,0.00003884859,0.00003598186],"category_scores_gemma":[0.0002922503,0.00007835565,0.00005583125,0.0001437445,0.0001409871,0.0003435911,0.00005874386,0.000345557,0.000001945737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001246453,"about_ca_system_score_gemma":0.0000278337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001181838,"about_ca_topic_score_gemma":0.00654455,"domain_scores_codex":[0.998116,0.0001873309,0.000354193,0.0001723181,0.0009415411,0.0002286595],"domain_scores_gemma":[0.9981274,0.001165405,0.0001248098,0.0001526517,0.0003110158,0.0001187175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004416393,0.00006612026,0.9898375,0.00001016886,0.0001482061,0.000057687,0.003705035,0.00001830405,0.001433701,0.0002181063,0.0002563845,0.00380718],"study_design_scores_gemma":[0.002387404,0.00005555122,0.9907408,0.0004615567,0.00004301332,0.00004496971,0.0006526597,0.0006986898,0.001049514,0.003732407,0.00005316158,0.00008032622],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940529,0.0004394263,0.00001527007,0.005025396,0.0001301271,0.0002778158,0.000004810903,0.000007338348,0.00004684794],"genre_scores_gemma":[0.9977525,0.0008290401,0.0005464788,0.0001352925,0.0003351591,0.00001291805,0.00002387828,0.00001555257,0.0003491775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005362713,"threshold_uncertainty_score":0.3652013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09360397068790274,"score_gpt":0.3715591443371869,"score_spread":0.2779551736492841,"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."}}