{"id":"W2396728641","doi":"10.1213/ane.0000000000000798","title":"Survey of the National Drug Shortage Effect on Anesthesia and Patient Safety","year":2015,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Windsor Regional Hospital","funders":"","keywords":"Medicine; Economic shortage; Confidence interval; Neostigmine; Family medicine; Anesthesia; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001508084,0.000200747,0.0004414469,0.0001307449,0.00009072441,0.00004303002,0.0002814597,0.00008541997,0.00005647568],"category_scores_gemma":[0.0001722666,0.0001681652,0.0001155008,0.0002602655,0.000135185,0.0001029012,0.00003647764,0.0001642426,0.0001340941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000100465,"about_ca_system_score_gemma":0.00005895853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000606014,"about_ca_topic_score_gemma":0.00004888623,"domain_scores_codex":[0.9985896,0.0001378219,0.0005727161,0.0003456288,0.0000974592,0.0002568082],"domain_scores_gemma":[0.9989089,0.0002575405,0.0003096338,0.00027052,0.00006981063,0.0001836363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003250672,0.000219143,0.7951743,0.00003998783,0.0001169245,0.00002397965,0.0007239345,0.000401056,0.0000102,0.181645,0.01861827,0.002702094],"study_design_scores_gemma":[0.0006516701,0.0002332121,0.9145285,0.00001696791,0.000009889665,0.00005901949,0.00001274172,0.001943661,0.0002769597,0.005021911,0.07696674,0.0002787675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986267,0.0008100733,0.000004083995,0.005182081,0.00004399708,0.0002513284,0.00003907713,0.0000151231,0.007387292],"genre_scores_gemma":[0.9947469,0.00006338811,0.00001803033,0.004945814,0.00004018831,0.00001232407,0.00001329275,0.00002420004,0.0001358239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1766231,"threshold_uncertainty_score":0.6857576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05259130024727278,"score_gpt":0.2723828666596774,"score_spread":0.2197915664124046,"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."}}