{"id":"W4415546449","doi":"10.1016/j.psj.2025.106023","title":"Modeling energy requirement for layer-type chicks reared at different ambient temperatures","year":2025,"lang":"en","type":"article","venue":"Poultry Science","topic":"Animal Nutrition and Physiology","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Agriculture","funders":"Key Technologies Research and Development Program; Earmarked Fund for China Agriculture Research System","keywords":"Energy requirement; Body weight; Energy metabolism; Nutrient; Protein requirement","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":[0.0001381067,0.000114892,0.0001338705,0.00002209873,0.0006392728,0.00006412376,0.000353136,0.00005355398,0.00008923061],"category_scores_gemma":[0.0000682575,0.00004393391,0.00006523787,0.0004382415,0.0001312368,0.00008893319,0.0001464784,0.00005677681,0.000005652881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000674027,"about_ca_system_score_gemma":0.00001567162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001292909,"about_ca_topic_score_gemma":0.0001203761,"domain_scores_codex":[0.9988835,0.00002750437,0.00016642,0.0004092541,0.0001882718,0.0003250701],"domain_scores_gemma":[0.9995839,0.00006885458,0.00003222166,0.00006946102,0.0001550992,0.0000904364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009381304,0.00006257597,0.001763136,0.000005139579,0.000003044449,2.715957e-7,0.0000164146,0.00005670511,0.9898953,0.005361374,0.001038518,0.00170366],"study_design_scores_gemma":[0.001841986,0.002994693,0.360275,0.0004243116,0.00006000792,0.00001538793,0.002307707,0.0773094,0.3761917,0.0335873,0.1433258,0.001666747],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964412,0.0001809762,0.00009366723,0.001790171,0.000348992,0.0001355531,0.0000178496,0.00004785385,0.0009436979],"genre_scores_gemma":[0.9967839,0.00007511886,0.00008714643,0.001650467,0.000101502,0.00002536206,0.00004105039,4.961134e-7,0.001234966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6137037,"threshold_uncertainty_score":0.4916834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0379467962381097,"score_gpt":0.2748701092170689,"score_spread":0.2369233129789592,"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."}}