{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001881006,0.0001865557,0.0002317246,0.0001690115,0.0003908649,0.00002590075,0.0002418494,0.00008379004,0.0005672449],"category_scores_gemma":[0.000104475,0.0001871665,0.0001269111,0.0005390351,0.0001812514,0.0002554084,0.00008294848,0.0001899897,0.0002771214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004303089,"about_ca_system_score_gemma":0.00005419293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001028035,"about_ca_topic_score_gemma":0.000006381963,"domain_scores_codex":[0.9986733,0.00007705738,0.0003249288,0.00034861,0.0002637159,0.0003123921],"domain_scores_gemma":[0.9994357,0.00005640772,0.00009449489,0.0001981425,0.0001291693,0.00008614521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001096576,0.0001901977,0.03495499,0.0002284048,0.0001053945,0.0008345718,0.002517026,0.00005112199,0.9262244,0.03138816,0.0009081265,0.001501084],"study_design_scores_gemma":[0.0007164084,0.004402947,0.9730667,0.0002119071,0.00004873677,0.0001729199,0.004624416,0.0009271441,0.0008861403,0.0001489424,0.01431545,0.0004783225],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924995,0.00006560456,0.00006487538,0.0006773347,0.0001188543,0.0001064778,0.0004111455,0.0004442118,0.005611949],"genre_scores_gemma":[0.9989381,0.0000226904,0.0005330606,0.0000319275,0.0001899864,0.00002554809,0.00005859342,0.00003112239,0.0001690045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9381117,"threshold_uncertainty_score":0.7632428,"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."}}