{"id":"W4377000864","doi":"10.30802/aalas-jaalas-22-000071","title":"Benchmarking Enrichment Efforts in the US &amp; Canada Across Species and Enrichment Categories","year":2023,"lang":"en","type":"article","venue":"Journal of the American Association for Laboratory Animal Science","topic":"Animal Behavior and Welfare Studies","field":"Veterinary","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental enrichment; Benchmarking; Animal welfare; Demographics; Psychology; Biology; Ecology; Demography; Marketing; Business","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":[],"consensus_categories":[],"category_scores_codex":[0.002789737,0.0001155406,0.0002287922,0.00005946074,0.0008181889,0.0001275706,0.0004389466,0.00001690015,0.000003430097],"category_scores_gemma":[0.0004996442,0.00006864656,0.00006038239,0.00163428,0.0003327373,0.0002440796,0.0001609962,0.0001737351,9.884753e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008871199,"about_ca_system_score_gemma":0.0004100982,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008726889,"about_ca_topic_score_gemma":0.02134449,"domain_scores_codex":[0.9981164,0.0001168401,0.0003390594,0.0001587756,0.0008805697,0.0003882991],"domain_scores_gemma":[0.9983212,0.0002832274,0.0008614656,0.0001201685,0.0003599637,0.00005400231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001311635,0.00003149777,0.9607654,0.00000652585,0.00002503648,0.00001917896,0.003060088,0.00002727171,0.02787266,0.0006950626,0.007137331,0.0002287295],"study_design_scores_gemma":[0.0001346735,0.0003338751,0.9679389,0.000009829888,0.00001888695,0.000009480509,0.004167185,0.000007639654,0.0001157702,0.00004080307,0.02713528,0.00008769658],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963608,0.00007681721,0.00000309206,0.002850397,0.0003754387,0.0001512137,0.000070492,0.000007644241,0.0001041512],"genre_scores_gemma":[0.9992368,0.00005240311,0.00005140398,0.0004366922,0.0001353687,0.00001185952,7.410259e-7,0.000005605188,0.00006910655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02775689,"threshold_uncertainty_score":0.9978741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02677986794771011,"score_gpt":0.3280785285767739,"score_spread":0.3012986606290638,"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."}}