{"id":"W4294243177","doi":"10.23889/ijpds.v7i3.1933","title":"Methamphetamine Use in Manitoba: An Evidence-to-Action (E2A) approach to a linked administrative data study.","year":2022,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Census and Population Estimation","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Manitoba Health","funders":"","keywords":"Action (physics); Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1625735,0.0005066296,0.0005767862,0.006278887,0.007475793,0.008098111,0.004265283,0.003241511,0.00233493],"category_scores_gemma":[0.1186238,0.0009138162,0.0007571065,0.006006069,0.005521679,0.004165156,0.01396254,0.004311743,0.0002842671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01996216,"about_ca_system_score_gemma":0.08835582,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.106515,"about_ca_topic_score_gemma":0.3276381,"domain_scores_codex":[0.847824,0.1357155,0.004671624,0.001953729,0.008061514,0.001773707],"domain_scores_gemma":[0.8891073,0.07005535,0.0114816,0.00732844,0.01763267,0.004394576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004154434,0.003016422,0.2656921,0.01746909,0.001374768,0.003097572,0.2639779,0.001939559,0.002432372,0.09992612,0.01866923,0.3219895],"study_design_scores_gemma":[0.0005456401,0.001621091,0.22699,0.04662981,0.001135981,0.0007202927,0.4521743,0.00513263,0.002750549,0.04331447,0.2187762,0.0002091402],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4343624,0.03335049,0.112119,0.2633098,0.001244629,0.07602349,0.005227337,0.0002742072,0.07408866],"genre_scores_gemma":[0.7425396,0.01004066,0.1941978,0.01664472,0.000196084,0.03102128,0.0009098413,0.0000389341,0.004410997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.893485,"threshold_uncertainty_score":0.8597814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7201607798475115,"score_gpt":0.5493799291319195,"score_spread":0.170780850715592,"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."}}