{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009821723,0.0008132826,0.0008423854,0.002719367,0.01125846,0.008246726,0.005011016,0.0150017,0.01856721],"category_scores_gemma":[0.03461519,0.0005052954,0.001299652,0.003679744,0.005385927,0.005737989,0.004667063,0.0145822,0.002879996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04374027,"about_ca_system_score_gemma":0.347335,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9313953,"about_ca_topic_score_gemma":0.9686266,"domain_scores_codex":[0.990244,0.001465822,0.0007495597,0.0006445428,0.003973468,0.002922695],"domain_scores_gemma":[0.9254372,0.007397702,0.00151446,0.0006672418,0.04387254,0.0211108],"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":[0.00004565093,0.00009344862,0.003335587,0.0005013408,0.00001266089,0.0004906693,0.001008436,0.0002504882,0.0001901081,0.007096431,0.9407241,0.04625113],"study_design_scores_gemma":[0.00004844405,0.00006721801,0.007032993,0.003109754,0.00003701307,0.0002686111,0.01516527,0.0002292757,0.0002436458,0.006277112,0.9673988,0.0001218145],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00185159,0.01064809,0.0002758784,0.9610786,0.007054765,0.00008705802,0.0006015365,0.00009526766,0.01830721],"genre_scores_gemma":[0.04253364,0.04798375,0.008839865,0.8438708,0.002798321,0.0002994573,0.001419121,0.0002160241,0.05203899],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06860471,"threshold_uncertainty_score":0.3173594,"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."}}