{"id":"W4391392510","doi":"10.30802/aalas-jaalas-23-000111","title":"Letter to the Editor Regarding “Assessing Methods for Replacement of Soiled Bedding Sentinels in Cage-level Exhaust IVC Racks” by Eichner and Smith","year":2024,"lang":"en","type":"letter","venue":"Journal of the American Association for Laboratory Animal Science","topic":"Advanced Sensor Technologies Research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Centre for Phenogenomics; McGill University Health Centre","funders":"National Centre for the Replacement Refinement and Reduction of Animals in Research; Seagen; McGill University; University of Washington; McGill University Health Centre; University of Chicago","keywords":"Cage; Medicine; Forensic engineering; Aeronautics; Engineering; Structural engineering","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":[0.004934899,0.0002148981,0.0005164492,0.0003973196,0.0002267915,0.0002538206,0.0008642867,0.00015102,0.000001272315],"category_scores_gemma":[0.004451852,0.0001417571,0.0001332436,0.001809308,0.0002874276,0.0004240975,0.0002056809,0.001318628,4.077101e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001483284,"about_ca_system_score_gemma":0.0001990346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004140655,"about_ca_topic_score_gemma":0.00000193235,"domain_scores_codex":[0.9975588,0.0001726039,0.000634732,0.0002971759,0.0008015083,0.0005351483],"domain_scores_gemma":[0.9966567,0.001234418,0.001095326,0.0002712588,0.0006919206,0.00005041679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002883153,0.000005182734,0.0002786952,0.00008605517,0.00005603255,0.000001795372,0.0001301391,0.0009227815,0.1903468,0.000003721092,0.80698,0.001159895],"study_design_scores_gemma":[0.0003154486,0.000202246,0.00060498,0.0003458708,0.00008068151,0.000003208648,0.0005556396,0.005373394,0.05314606,0.00007788547,0.9390182,0.0002763907],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.1799261,0.001389037,0.07665567,0.7296462,0.008603764,0.002591588,0.0009146636,0.0001723412,0.0001006471],"genre_scores_gemma":[0.3349566,0.0005680249,0.4383168,0.1837813,0.03764565,0.0005925786,0.00001541651,0.0006525885,0.003471018],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5458649,"threshold_uncertainty_score":0.5780689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02167338839460791,"score_gpt":0.360697633320697,"score_spread":0.3390242449260891,"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."}}