{"id":"W2067366591","doi":"10.2196/resprot.2697","title":"Development of an Electronic Alcohol Screening and Brief Intervention Program for Hospital Outpatients With Unhealthy Alcohol Use","year":2013,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Health and Medical Research Council; Medical Research Council; Foundation for Alcohol Research and Education; Hunter New England Local Health District","keywords":"Medicine; Brief intervention; Intervention (counseling); Population; Outpatient clinic; Audit; Alcohol Use Disorders Identification Test; Family medicine; Randomized controlled trial; Health care; Public health; Medical emergency; Psychiatry; Poison control; Injury prevention; Nursing; Environmental health","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":[0.005020826,0.0003957447,0.0006302936,0.0006700641,0.0007864872,0.0004984121,0.00123506,0.0006410729,0.00582187],"category_scores_gemma":[0.007726287,0.0003834309,0.0008874949,0.0003216413,0.0004514771,0.0007111734,0.001158861,0.001001682,0.0003837587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001072136,"about_ca_system_score_gemma":0.006176147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00372979,"about_ca_topic_score_gemma":0.005702145,"domain_scores_codex":[0.9983453,0.0008716083,0.0002162142,0.0001257608,0.0002147025,0.0002264667],"domain_scores_gemma":[0.9963496,0.001457433,0.0003690311,0.0001706398,0.0004232313,0.00123006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01830496,0.1844972,0.04624227,0.003491024,0.0001883025,0.0006500801,0.00205033,0.00145687,0.008575711,0.0002785592,0.005952874,0.7283119],"study_design_scores_gemma":[0.1323497,0.4006548,0.4281064,0.001932416,0.0008394222,0.0005496411,0.003870899,0.008598424,0.006751975,0.0003971669,0.01577482,0.0001743647],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.9365918,0.0002829586,0.004583722,0.00179436,0.0002385222,0.05318043,0.0003618394,0.0003396877,0.002626685],"genre_scores_gemma":[0.814731,0.001078818,0.09497148,0.00177538,0.0002422544,0.08393977,0.0007891899,0.00002492514,0.002447243],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.00582187,"threshold_uncertainty_score":0.02655298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2028942354009573,"score_gpt":0.5192323275208209,"score_spread":0.3163380921198636,"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."}}