{"id":"W3182895817","doi":"10.3389/fanim.2021.706636","title":"Critical Temperature-Humidity Index Thresholds for Dry Cows in a Subtropical Climate","year":2021,"lang":"en","type":"article","venue":"Frontiers in Animal Science","topic":"Effects of Environmental Stressors on Livestock","field":"Agricultural and Biological Sciences","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"University of Florida; U.S. Department of Agriculture; National Institute of Food and Agriculture; National Science Foundation","keywords":"Heat index; Animal science; Humidity; Dry matter; Relative humidity; Barn; Heat stress; Respiration rate; Apparent temperature; Thermoregulation; Environmental science; Respiration; Ecology; Biology; Meteorology; Botany; Geography","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":[0.000507236,0.0001562729,0.0002425487,0.0000328312,0.0002544326,0.0001479587,0.0004782323,0.0001346179,0.00009139431],"category_scores_gemma":[0.0005454347,0.00007786202,0.00007211263,0.0008093447,0.000777824,0.0005605281,0.0002407732,0.0002533829,0.000005536052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001761855,"about_ca_system_score_gemma":0.00003074074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000752456,"about_ca_topic_score_gemma":0.0007367587,"domain_scores_codex":[0.9979056,0.00007872243,0.000238781,0.0006612538,0.0003893485,0.0007262623],"domain_scores_gemma":[0.9994616,0.0002022491,0.00003471981,0.00008389761,0.00003950701,0.0001780351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001009858,0.0001905576,0.6711327,0.00001271204,9.443372e-7,0.00003205956,0.0000232688,0.000009387296,0.3248752,0.001180951,0.0002454696,0.002195674],"study_design_scores_gemma":[0.000246458,0.0003269881,0.9843788,0.00004074653,0.000002155909,0.000004451603,0.000311132,0.0008149632,0.01129793,0.001502884,0.0008712907,0.0002022032],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972015,0.0003384057,0.00002980991,0.00125601,0.000355226,0.0002740401,0.00005139503,0.00002313967,0.0004704752],"genre_scores_gemma":[0.9956461,0.00005437432,0.003823676,0.0002798014,0.000106733,0.00004792037,0.00001012408,0.000001345835,0.00002990022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3135773,"threshold_uncertainty_score":0.3175121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01204728744390475,"score_gpt":0.2510933449983814,"score_spread":0.2390460575544766,"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."}}