{"id":"W4410700755","doi":"10.1186/s12954-025-01232-w","title":"A pilot evaluation of managed alcohol programs operating in the context of the COVID-19 pandemic","year":2025,"lang":"en","type":"article","venue":"Harm Reduction Journal","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Canadian Institutes of Health Research","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Health psychology; Context (archaeology); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Public health; Medicine; Psychology; Virology; Political science; Nursing; Geography; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001982618,0.00006788366,0.0001548681,0.0001077456,0.0001161192,0.00001490689,0.00009556488,0.00002164274,0.0000673925],"category_scores_gemma":[0.000402145,0.00003454712,0.00008684464,0.0003735519,0.00007712738,0.00006796048,0.000008620065,0.0002234828,8.218383e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002082999,"about_ca_system_score_gemma":0.000354229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002849829,"about_ca_topic_score_gemma":0.00001924498,"domain_scores_codex":[0.998748,0.0003403884,0.0003351739,0.00008078272,0.0004043517,0.00009128211],"domain_scores_gemma":[0.9993821,0.00006320011,0.0001880238,0.0001516257,0.0001866266,0.00002847202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004380119,0.0006234975,0.8493511,0.00008117982,0.0003513275,0.00000757183,0.04038263,0.0003147566,0.02542099,0.0005484183,0.002180971,0.08029956],"study_design_scores_gemma":[0.04744032,0.001051926,0.5376956,0.00189708,0.002853822,0.003065328,0.3798828,0.001813816,0.01910324,0.003084548,0.001844015,0.0002675044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935206,0.0007067205,0.00004213217,0.004091173,0.0003723961,0.0006948397,2.52992e-7,0.00000751738,0.0005643976],"genre_scores_gemma":[0.9989728,0.0001093937,0.00007691009,0.0004545054,0.00007363297,0.00003308652,0.000002403473,0.000003904126,0.0002733163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3395001,"threshold_uncertainty_score":0.1408791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1826470214104507,"score_gpt":0.4063927995160426,"score_spread":0.2237457781055919,"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."}}