{"id":"W4285097669","doi":"10.1016/j.biologicals.2022.06.003","title":"Accelerating Global Deletion of the Abnormal Toxicity Test for vaccines and biologicals. Planning common next steps. A workshop Report","year":2022,"lang":"en","type":"article","venue":"Biologicals","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"World Health Organization; Bill and Melinda Gates Foundation","keywords":"Standardization; Test (biology); Alliance; Business; Medicine; Political science; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.07305817,0.002016989,0.0007887438,0.001711891,0.002765741,0.006438844,0.004908959,0.008655316,0.02290403],"category_scores_gemma":[0.02982703,0.001097097,0.00289245,0.0006148126,0.002709253,0.007795378,0.01407103,0.009903452,0.007985297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003472088,"about_ca_system_score_gemma":0.02865492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004594047,"about_ca_topic_score_gemma":0.006161203,"domain_scores_codex":[0.9753174,0.01000847,0.001590827,0.001690288,0.007088225,0.004304793],"domain_scores_gemma":[0.9548885,0.0113562,0.00448287,0.003310768,0.01596273,0.009998902],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001097371,0.001721275,0.004999082,0.002992526,0.00015328,0.003072165,0.004114204,0.005002215,0.02908353,0.03045451,0.4299771,0.4873328],"study_design_scores_gemma":[0.0001602559,0.00172092,0.003903893,0.001351382,0.0001112572,0.001206945,0.003825286,0.000959774,0.01401209,0.0201995,0.9524055,0.0001433552],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04508036,0.02944212,0.2404842,0.4369677,0.02834927,0.01472562,0.003605669,0.003773829,0.1975714],"genre_scores_gemma":[0.2260822,0.02203725,0.3506552,0.1826869,0.006507998,0.008815484,0.01098653,0.001676881,0.1905515],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9269418,"threshold_uncertainty_score":0.3863731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3199578029515808,"score_gpt":0.4275266073901094,"score_spread":0.1075688044385286,"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."}}