{"id":"W2462357409","doi":"10.1213/ane.0000000000000823","title":"Drug Shortages in Perioperative Medicine","year":2015,"lang":"en","type":"letter","venue":"Anesthesia & Analgesia","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Economic shortage; Perioperative; Harm; Anesthesiology; Drug; Intensive care medicine; Pharmacology; Psychiatry; Surgery; Law; Government (linguistics)","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":[0.0157487,0.0007704976,0.001213406,0.002436176,0.003189976,0.00685109,0.002854207,0.0181799,0.006450131],"category_scores_gemma":[0.1260445,0.0007386238,0.001550779,0.002014268,0.007866916,0.01212843,0.003237331,0.02195423,0.003361021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00606058,"about_ca_system_score_gemma":0.0156798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004933702,"about_ca_topic_score_gemma":0.008459006,"domain_scores_codex":[0.9814537,0.006046318,0.003400246,0.00166957,0.006529774,0.0009005121],"domain_scores_gemma":[0.8571869,0.07047755,0.01358693,0.002951893,0.04977842,0.006018329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002058582,0.00001265527,0.000617176,0.000887811,0.00002642077,0.0003169708,0.0004727596,0.00005745982,0.00005306751,0.005823739,0.9692285,0.02248275],"study_design_scores_gemma":[0.00002831603,0.00004172237,0.001241689,0.003621895,0.00004318767,0.001199707,0.001037762,0.0001564013,0.0001820661,0.01428035,0.978097,0.00006991083],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002317441,0.03137773,0.000322859,0.8689004,0.097397,0.00001266566,0.00004333926,0.0000345957,0.001679708],"genre_scores_gemma":[0.008923968,0.05229953,0.0006981448,0.7700499,0.1650196,0.00004141232,0.00004566677,0.00006782055,0.002853888],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0181799,"threshold_uncertainty_score":0.08328807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06384122520091927,"score_gpt":0.290348845079617,"score_spread":0.2265076198786977,"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."}}