{"id":"W2601571948","doi":"10.1007/s12630-013-0024-6","title":"Drug shortages in Canadian anesthesia: a national survey","year":2013,"lang":"en","type":"letter","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Economic shortage; Anesthesia; Medicine","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":[0.0009185765,0.000229163,0.0003180738,0.001418207,0.002125559,0.001066856,0.001300782,0.001578278,0.002985282],"category_scores_gemma":[0.0047051,0.0003965786,0.0004892964,0.004223716,0.0006156687,0.0006689104,0.0008742082,0.001552191,0.0003468108],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02826506,"about_ca_system_score_gemma":0.04581045,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9886424,"about_ca_topic_score_gemma":0.9942168,"domain_scores_codex":[0.9980832,0.00008297331,0.0001734166,0.0001023024,0.0008803152,0.0006776623],"domain_scores_gemma":[0.9934626,0.0003079942,0.001474138,0.00008720394,0.002690918,0.001977204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006234497,0.0001071624,0.9470605,0.00009941419,0.00005776848,0.0002989889,0.0010984,0.00007798586,0.00009622734,0.0002017063,0.04274477,0.00809481],"study_design_scores_gemma":[0.0000096719,0.00001327154,0.9918433,0.00004915358,0.00001671489,0.0001254219,0.00173429,0.0001271741,0.00002430208,0.00001812869,0.006022606,0.00001585601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9019246,0.003401843,0.0001512058,0.04747424,0.0002546751,0.0001608412,0.02670279,0.00005800526,0.0198718],"genre_scores_gemma":[0.9743707,0.002683904,0.0003141164,0.01501991,0.0001403444,0.00007345709,0.003880494,0.00001269796,0.003504504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9717349,"threshold_uncertainty_score":0.2050784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01948016202492582,"score_gpt":0.2448867229713047,"score_spread":0.2254065609463788,"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."}}