{"id":"W2970656668","doi":"10.3390/ani9090622","title":"Animal Research, Accountability, Openness and Public Engagement: Report from an International Expert Forum","year":2019,"lang":"en","type":"article","venue":"Animals","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia; Wellcome Trust","keywords":"Accountability; Openness to experience; Public relations; Political science; Corporate governance; Transparency (behavior); Stakeholder; Confidentiality; Diversity (politics); Public administration; Business; Psychology; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001552304,0.0001853256,0.0002322984,0.0001379281,0.000227125,0.0004258561,0.0006136901,0.00007961676,0.002101745],"category_scores_gemma":[0.0006122132,0.0001716907,0.00005034771,0.0001383391,0.0001518966,0.001270181,0.0008476289,0.0003489216,0.0002882189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000718464,"about_ca_system_score_gemma":0.00005313593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00246582,"about_ca_topic_score_gemma":0.00008170213,"domain_scores_codex":[0.9974642,0.0003400362,0.0003633782,0.0008000064,0.0005677574,0.0004645812],"domain_scores_gemma":[0.998454,0.0004496744,0.0001269985,0.0005208075,0.0002925209,0.0001559844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009765265,0.0003532201,0.8556645,0.00001693203,0.000119374,0.0004194955,0.002007523,1.533913e-7,0.1278059,0.006009846,0.001540949,0.005085638],"study_design_scores_gemma":[0.0009332855,0.003236029,0.9149213,0.0001022933,0.000008404999,0.0003666013,0.01259976,0.0008518901,0.001423618,0.004252755,0.06077902,0.0005250503],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9742101,0.0002188508,0.00001742817,0.00102013,0.0002463336,0.0003184403,0.0000546142,0.0001396817,0.02377435],"genre_scores_gemma":[0.9978673,0.00004104442,0.001024858,0.0001960604,0.0003951073,0.00004392464,0.00006408612,0.00003844061,0.0003291505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1263822,"threshold_uncertainty_score":0.9988105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4252395311888325,"score_gpt":0.519773598480595,"score_spread":0.0945340672917625,"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."}}