{"id":"W4402917599","doi":"10.1002/9781119911685.ch58","title":"Drug utilization research in North America","year":2024,"lang":"en","type":"other","venue":"","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Drug; Medicine; Pharmacology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003341498,0.000375938,0.0005597536,0.008768733,0.004924272,0.005226552,0.0006500671,0.001181045,0.01354373],"category_scores_gemma":[0.005203954,0.0003260311,0.0004881411,0.01710225,0.001633063,0.001984666,0.002081143,0.001356726,0.001076214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02223014,"about_ca_system_score_gemma":0.05068579,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6560774,"about_ca_topic_score_gemma":0.7772301,"domain_scores_codex":[0.9970514,0.0007918787,0.0002389973,0.0002831523,0.001182932,0.0004516419],"domain_scores_gemma":[0.9927918,0.002075578,0.0005133855,0.0001819241,0.003638799,0.0007985742],"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":[0.00004976517,0.000205496,0.03757928,0.003145193,0.00009753161,0.0005268003,0.01137036,0.0003658152,0.0004168261,0.1255904,0.3260789,0.4945737],"study_design_scores_gemma":[0.000008493859,0.00002983305,0.06395849,0.003948929,0.0000303802,0.0003321498,0.01383328,0.0001125235,0.0001380395,0.005585798,0.9119943,0.00002770859],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01907036,0.4173321,0.0008021658,0.06858338,0.002411633,0.0001414414,0.003129651,0.0001143673,0.4884148],"genre_scores_gemma":[0.1586567,0.7194431,0.00521767,0.03894699,0.002318099,0.0005271427,0.003787227,0.0001167035,0.07098642],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3439226,"threshold_uncertainty_score":0.6918961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07633733530302289,"score_gpt":0.3995950108604396,"score_spread":0.3232576755574167,"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."}}