{"id":"W6886091833","doi":"10.14288/1.0380955","title":"Animal Research, Accountability, Openness and Public Engagement: Report from an International Expert Forum","year":2019,"lang":"en","type":"article","venue":"Open Collections","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Openness to experience; Accountability; Corporate governance; Stakeholder; Transparency (behavior); Process (computing); Quality (philosophy); Diversity (politics)","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001010297,0.0001214773,0.0001619998,0.0001051468,0.001744747,0.002926456,0.0007504268,0.00005291055,0.004724912],"category_scores_gemma":[0.0004575111,0.0001183721,0.00003171424,0.0004208944,0.0001030078,0.001733991,0.001369591,0.0003159972,0.00006638283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001324542,"about_ca_system_score_gemma":0.0001273992,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04580407,"about_ca_topic_score_gemma":0.002280064,"domain_scores_codex":[0.9981921,0.0003163694,0.0002539601,0.0006169862,0.0003293923,0.0002912484],"domain_scores_gemma":[0.998704,0.000350358,0.00008272543,0.0004441905,0.0002993688,0.0001193217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004786822,0.004229225,0.5245475,0.00003434345,0.0008956206,0.0007158467,0.008159329,0.000007393284,0.03098765,0.005730666,0.4084293,0.01147626],"study_design_scores_gemma":[0.00315614,0.005266461,0.1894175,0.0001715149,0.00002264842,0.001088845,0.0474899,0.005417412,0.0005815061,0.01151876,0.7348695,0.000999829],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6930641,0.00002145177,0.00004004782,0.0007535559,0.0003521558,0.000551553,0.0000693632,0.00006062771,0.3050871],"genre_scores_gemma":[0.9596356,0.00001782091,0.001362462,0.00009735613,0.0001943619,0.0001893336,0.00007062329,0.00002430892,0.0384082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.33513,"threshold_uncertainty_score":0.9995549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.395206377208175,"score_gpt":0.5124938601955594,"score_spread":0.1172874829873845,"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."}}