{"id":"W4361832441","doi":"10.1079/abwcases.2023.0005","title":"Heat Stress in Cattle","year":2023,"lang":"en","type":"article","venue":"Animal Behaviour and Welfare Cases","topic":"Effects of Environmental Stressors on Livestock","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heat stress; Livestock; Animal science; Biology; Animal welfare; Animal breeding; Geography; Environmental science; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002768871,0.000162556,0.0001838864,0.0003624586,0.0006165369,0.0005427744,0.0001183205,0.000303659,0.001324208],"category_scores_gemma":[0.000331092,0.00007400563,0.0001637702,0.0003789776,0.0003670464,0.0001647054,0.0003062618,0.0003072992,0.000103052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005634368,"about_ca_system_score_gemma":0.0003299598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005225452,"about_ca_topic_score_gemma":0.005725755,"domain_scores_codex":[0.9998211,0.00008652976,0.000008715633,0.00002129111,0.00002071868,0.00004167222],"domain_scores_gemma":[0.9998484,0.00002806604,0.0000431333,0.000006455649,0.00002557902,0.00004833456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002210057,0.001351397,0.7681007,0.001283308,0.0004656377,0.003529808,0.006626659,0.001099842,0.05321341,0.002331575,0.005254709,0.1545329],"study_design_scores_gemma":[0.00001078909,0.0006918622,0.9914238,0.0001009262,0.000036159,0.0008007379,0.001258707,0.0001197974,0.0004436473,0.0006203138,0.004481724,0.0000115606],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970893,0.02007493,0.0003345275,0.0008493176,0.0001603687,0.00004256018,0.0002740019,0.000009856608,0.007361361],"genre_scores_gemma":[0.9912488,0.006816011,0.0001426131,0.0001340323,0.0001234688,0.0000299135,0.0001682348,0.000001509913,0.00133524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005225452,"threshold_uncertainty_score":0.01039004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01863599487100165,"score_gpt":0.2394900035586512,"score_spread":0.2208540086876496,"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."}}