{"id":"W4210458409","doi":"10.3390/ani12030365","title":"Lessons and Recommendations from a Pentobarbital Shortage: US and Canada 2021","year":2022,"lang":"en","type":"article","venue":"Animals","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Pentobarbital; Animal welfare; Companion animal; Medicine; Business; Veterinary medicine; Pharmacology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008879998,0.00008771809,0.0001113604,0.00002246194,0.00035047,0.00004190156,0.00007849713,0.0000109168,0.001544498],"category_scores_gemma":[0.00005035956,0.00009386375,0.0000142471,0.00004754056,0.00002819269,0.00005865968,0.0002390007,0.0001396985,0.000003323677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000416776,"about_ca_system_score_gemma":0.00007046087,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5441801,"about_ca_topic_score_gemma":0.188555,"domain_scores_codex":[0.9993237,0.00006592703,0.0001167751,0.000241017,0.0001140222,0.0001385862],"domain_scores_gemma":[0.9995952,0.0001845448,0.00004853753,0.0000903303,0.0000142868,0.00006706827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000581718,0.0002951046,0.7738788,0.00004063941,0.0004395041,0.002413013,0.00396154,0.00001058304,0.08507428,0.008915897,0.08887826,0.03551067],"study_design_scores_gemma":[0.0006644218,0.001291387,0.8542961,0.00003826983,0.00006602881,0.0003332492,0.008550487,0.0008858297,0.0002173158,0.001534903,0.1315783,0.0005436326],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935508,0.0006315658,0.000005984877,0.002046966,0.00007957649,0.00006404521,0.0005871851,0.00002084353,0.003012985],"genre_scores_gemma":[0.9988132,0.00003947636,0.0003808106,0.000238947,0.00006815322,0.00002315423,0.00004193461,0.00001189567,0.0003824637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3556251,"threshold_uncertainty_score":0.9993683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1158735672989778,"score_gpt":0.3734396854975806,"score_spread":0.2575661181986027,"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."}}