{"id":"W4289261040","doi":"10.1093/ajhp/zxac210","title":"US drug shortages compared to the World Health Organization’s Model List of Essential Medicines for Children: A cross-sectional study","year":2022,"lang":"en","type":"article","venue":"American Journal of Health-System Pharmacy","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Western University","funders":"","keywords":"Economic shortage; Interquartile range; Medicine; Formulary; Family medicine; Surgery; Government (linguistics)","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":[0.002148813,0.0002094275,0.000337357,0.001647585,0.0003832119,0.0006663552,0.0004731912,0.0004766946,0.002360507],"category_scores_gemma":[0.006055696,0.0003385409,0.0005781775,0.002424747,0.0003266998,0.001509333,0.0008851966,0.0007823193,0.0003388646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007458946,"about_ca_system_score_gemma":0.0007308686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01190289,"about_ca_topic_score_gemma":0.01055438,"domain_scores_codex":[0.9987035,0.0002824077,0.0002745391,0.0002507535,0.0003000248,0.0001888361],"domain_scores_gemma":[0.9927102,0.0009943659,0.004924471,0.0001861491,0.0006698624,0.0005149078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002453875,0.0000257848,0.9990289,0.000017423,0.00003555637,0.00001495238,0.0000802315,0.00002259202,0.00001434205,0.00001623789,0.0002282812,0.0004910765],"study_design_scores_gemma":[0.000003628214,0.00007035626,0.998652,0.00003664656,0.00001984548,0.0001406899,0.0005098827,0.0001172946,0.00002294767,0.0000121988,0.0004105867,0.000003927601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995481,0.0008043472,0.00008991532,0.0001861993,0.00001659499,0.00002645024,0.002595134,0.000004956391,0.0007953254],"genre_scores_gemma":[0.9971192,0.0004620694,0.0001190571,0.0001625353,0.0000233498,0.00003910573,0.001939839,0.000004083733,0.0001309249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01190289,"threshold_uncertainty_score":0.02366722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05493826230208361,"score_gpt":0.3763516243403229,"score_spread":0.3214133620382393,"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."}}