{"id":"W2160043881","doi":"10.3382/ps.2010-00825","title":"Narushin-Takma models as flexible alternatives for describing economic traits in broiler breeder flocks","year":2011,"lang":"en","type":"article","venue":"Poultry Science","topic":"Animal Nutrition and Physiology","field":"Agricultural and Biological Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Gompertz function; Flock; Mathematics; Broiler; Statistics; Flexibility (engineering); Applied mathematics; Animal science; Biology; Ecology","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":[0.0002815746,0.0001131323,0.0001372131,0.00003133446,0.0002351046,0.00005123508,0.0004812841,0.00005631174,0.0003793727],"category_scores_gemma":[0.00003267958,0.00005138921,0.00006145114,0.0002254667,0.0002499146,0.0006083142,0.00005940916,0.00008105518,0.00006979587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004159992,"about_ca_system_score_gemma":0.00002920354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008361203,"about_ca_topic_score_gemma":0.0002086913,"domain_scores_codex":[0.9988878,0.00002590212,0.0001817216,0.0004144697,0.0001055521,0.0003845542],"domain_scores_gemma":[0.9996471,0.00008908841,0.00006102685,0.00003975682,0.00004839383,0.0001145843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000225428,0.0002216708,0.01199252,0.000007066828,0.000006068236,0.000002783552,0.001487313,0.000192261,0.8951766,0.05007601,0.0004055943,0.04020661],"study_design_scores_gemma":[0.001091984,0.001467679,0.7924729,0.0001153239,0.00000871271,0.0000364016,0.005772633,0.01130117,0.04247588,0.1407285,0.00357271,0.0009560868],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837922,0.00005267936,0.00005990693,0.0003472345,0.0001059377,0.0001921606,0.00002626652,0.00004172296,0.01538191],"genre_scores_gemma":[0.9983332,0.00001973639,0.0006937444,0.0005574378,0.00009204182,0.00002601515,0.000005585212,9.179291e-7,0.0002713404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8527008,"threshold_uncertainty_score":0.4153865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1706557798341738,"score_gpt":0.2697201006480079,"score_spread":0.0990643208138341,"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."}}