{"id":"W4281845062","doi":"10.1016/j.applanim.2022.105658","title":"An international perspective on ethics approval in animal behaviour and welfare research","year":2022,"lang":"en","type":"article","venue":"Applied Animal Behaviour Science","topic":"Human-Animal Interaction Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Animal ethics; Animal welfare; Transparency (behavior); Research ethics; Engineering ethics; Political science; Psychology; Law; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001951597,0.0001705508,0.0001360918,0.0003370649,0.001214419,0.0001490846,0.0007604472,0.00008967109,0.0001061039],"category_scores_gemma":[0.0001470876,0.0001828528,0.00003604685,0.0004598589,0.0008012922,0.00003093827,0.0009743018,0.001082517,0.000008632984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002590126,"about_ca_system_score_gemma":0.0001914938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002714209,"about_ca_topic_score_gemma":0.0001684669,"domain_scores_codex":[0.9971733,0.000134522,0.0002125218,0.00100801,0.001023884,0.0004477532],"domain_scores_gemma":[0.9991052,0.00003192151,0.00007048416,0.0003105291,0.0003567716,0.0001251353],"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":[0.0009002153,0.0006073828,0.3086978,0.000002765238,0.00001069827,0.00003441299,0.003072996,0.00003110004,0.6152679,0.07116915,0.0001111319,0.0000944667],"study_design_scores_gemma":[0.0005244149,0.002430262,0.9246284,0.000004566843,0.000007871901,0.00004972004,0.03799506,0.00006855124,0.03333876,0.0001092253,0.0005367073,0.0003064992],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914218,0.00003416242,0.000004339273,0.00115603,0.0001222478,0.0002747588,0.00004276948,0.00002006487,0.006923803],"genre_scores_gemma":[0.999112,0.00001470494,0.0002520712,0.0001923528,0.0001050527,0.0001871077,0.00002055896,0.00002070825,0.00009549665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6159306,"threshold_uncertainty_score":0.9340454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.072026788835155,"score_gpt":0.4576030105006953,"score_spread":0.3855762216655403,"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."}}