{"id":"W4327793278","doi":"10.1017/awf.2023.27","title":"Perceptions of laboratory animal veterinarians regarding institutional transparency","year":2023,"lang":"en","type":"article","venue":"Animal Welfare","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Transparency (behavior); Openness to experience; Public relations; Perception; Public institution; Institution; Medicine; Medical education; Business; Political science; Psychology; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.03342096,0.0003795039,0.0005955317,0.001938848,0.006263752,0.006669383,0.001454417,0.002817331,0.002935597],"category_scores_gemma":[0.06908261,0.0005876471,0.0005456505,0.001659999,0.01280615,0.005155924,0.006573204,0.004422342,0.0002960847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005454381,"about_ca_system_score_gemma":0.006060957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008661984,"about_ca_topic_score_gemma":0.005515878,"domain_scores_codex":[0.9570787,0.02941497,0.001928624,0.001125387,0.005977341,0.004475038],"domain_scores_gemma":[0.8997398,0.05833847,0.01893515,0.00288415,0.008970845,0.01113162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001619332,0.0001279371,0.04526776,0.0003061527,0.00003086066,0.00128141,0.9325811,0.0002258397,0.00245897,0.003725068,0.0008573532,0.01297553],"study_design_scores_gemma":[0.00001400749,0.0002448317,0.01613104,0.0003094871,0.00001534769,0.0005466125,0.9707374,0.0002867061,0.0004379215,0.001103951,0.01011771,0.00005497049],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885894,0.0007853977,0.001068278,0.005356057,0.00004455547,0.00004851662,0.00001971131,0.0000221311,0.004066003],"genre_scores_gemma":[0.9983366,0.0003849018,0.0002932791,0.0005921706,0.00002107716,0.00001639395,0.000009643113,0.000005954347,0.0003400504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03342096,"threshold_uncertainty_score":0.1767491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1201459686157338,"score_gpt":0.3754218043825543,"score_spread":0.2552758357668204,"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."}}