{"id":"W4210896715","doi":"10.21203/rs.3.rs-1300629/v1","title":"Association Between Dispensing of Low-value Oral Albuterol and Removal From Medicaid Preferred Drug Lists","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Quest University Canada","funders":"National Institute on Drug Abuse; National Heart, Lung, and Blood Institute","keywords":"Medicaid; Formulary; Medicine; Medical prescription; Salbutamol; Pharmacy; Drug; Prescription drug; Asthma; Family medicine; Pharmacology; Internal medicine; Health care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001231004,0.0001262934,0.0001664757,0.0005804034,0.0004778705,0.001029378,0.0005875839,0.0003815655,0.005972084],"category_scores_gemma":[0.00835875,0.0002349346,0.0004632328,0.0005835028,0.0003025196,0.0005753277,0.0006266662,0.001163559,0.0004115902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001094264,"about_ca_system_score_gemma":0.001236384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03156137,"about_ca_topic_score_gemma":0.02842901,"domain_scores_codex":[0.9980518,0.0005003038,0.0002629119,0.0003773221,0.0005554183,0.0002523363],"domain_scores_gemma":[0.9866856,0.003228869,0.007832818,0.0003879769,0.0008258233,0.001038911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001731662,0.0003619225,0.9975662,0.00001279608,0.00003193324,0.00001783596,0.00008950698,0.00002980937,0.0001174935,0.00003398621,0.0001966983,0.001368641],"study_design_scores_gemma":[0.00001062411,0.0001699592,0.9987294,0.00001280314,0.00001662315,0.00004650164,0.0003696185,0.0003085838,0.0001099747,0.0000169537,0.0002056221,0.00000318056],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987693,0.00005413192,0.00004232605,0.000133328,0.000004380935,0.00002043483,0.0003732026,0.000002842738,0.0005999099],"genre_scores_gemma":[0.9987589,0.00004836383,0.0001012185,0.00008326839,0.000006836384,0.00002633029,0.0004282698,0.000001715464,0.0005452198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03156137,"threshold_uncertainty_score":0.06275535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6336859469131153,"score_gpt":0.6160589824400832,"score_spread":0.01762696447303214,"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."}}