{"id":"W2157246911","doi":"10.1007/s12630-013-9920-z","title":"Drug shortages in Canadian anesthesia: a national survey","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Centre hospitalier universitaire de Québec; Ottawa Hospital; Capital District Health Authority; University of Ottawa; Dalhousie University","funders":"","keywords":"Economic shortage; Anesthesia; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001149276,0.0003226942,0.000407985,0.002958043,0.001879833,0.001167548,0.001457882,0.001047959,0.003668387],"category_scores_gemma":[0.005518062,0.0005173203,0.0007534264,0.00840966,0.0005670789,0.0008233453,0.001096877,0.001131951,0.0004271413],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0326012,"about_ca_system_score_gemma":0.04367931,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9929112,"about_ca_topic_score_gemma":0.9955583,"domain_scores_codex":[0.9979874,0.00008201581,0.0001931406,0.0001308486,0.001032408,0.00057421],"domain_scores_gemma":[0.9920968,0.0003391061,0.002238704,0.0001138671,0.003196236,0.002015251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000059695,0.0001074221,0.9817492,0.0001177871,0.00007721651,0.00007822678,0.0008284448,0.0001406946,0.00008265499,0.0001737395,0.01106938,0.005515518],"study_design_scores_gemma":[0.000003741398,0.000008529961,0.9972646,0.00002002335,0.000008904581,0.00002803358,0.0005720304,0.0000917086,0.0000118565,0.000007565744,0.001974743,0.000008215529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9439784,0.003236843,0.0001393593,0.005314216,0.00005788838,0.0001407966,0.03835345,0.00003243044,0.008746752],"genre_scores_gemma":[0.9829584,0.003556445,0.0002730552,0.001398672,0.00004175927,0.00006345032,0.009387498,0.000008935705,0.0023118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9673988,"threshold_uncertainty_score":0.2365394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03657152801939509,"score_gpt":0.2480281433763372,"score_spread":0.2114566153569421,"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."}}