{"id":"W2971555253","doi":"10.1186/s13643-019-1139-9","title":"Predictors of aging out of heavy episodic drinking in emerging adults: a systematic review protocol","year":2019,"lang":"en","type":"review","venue":"Systematic Reviews","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; University of Waterloo; McMaster University; St. Joseph’s Healthcare Hamilton","funders":"National Institute on Alcohol Abuse and Alcoholism; Canadian Institutes of Health Research; National Institutes of Health; Peter Boris Centre for Addictions Research","keywords":"Medicine; Protocol (science); Gerontology; Environmental health; Alternative medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.00710934,0.001247528,0.03257338,0.0007916228,0.00003019145,0.00001546752,0.0006596873,0.0003125138,0.00007379956],"category_scores_gemma":[0.003505638,0.0006637837,0.003350952,0.001278674,0.00006140444,0.0001498246,0.0001026345,0.0004723772,0.0002988678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004964699,"about_ca_system_score_gemma":0.0003758604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007543744,"about_ca_topic_score_gemma":0.00002199106,"domain_scores_codex":[0.9814391,0.003168461,0.01298988,0.0007542384,0.001109,0.0005392828],"domain_scores_gemma":[0.9845794,0.001259983,0.01112456,0.002660645,0.0002339936,0.0001413542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000006394057,0.0001218361,0.0003178679,0.9944062,0.0008758691,0.0000253883,0.001043546,6.260679e-8,6.95623e-8,0.0000154967,0.0000999238,0.003087396],"study_design_scores_gemma":[0.000999884,0.0001248805,0.000001041828,0.960726,0.01700639,0.0000781943,0.0001642848,0.000005083208,8.444183e-7,0.000001676192,0.02049851,0.00039325],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[8.607665e-7,0.5833016,0.00001007873,0.000005644707,0.0001757759,0.4162654,0.000002558999,0.00002912357,0.0002089726],"genre_scores_gemma":[0.000005654796,0.6700859,0.0001458812,0.00003350415,0.00005008206,0.3291585,0.00003081392,0.00009323752,0.0003964449],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.08710691,"threshold_uncertainty_score":0.9995813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07473005209164338,"score_gpt":0.3917814870032019,"score_spread":0.3170514349115585,"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."}}