{"id":"W2125920552","doi":"10.4141/cjas10063","title":"S<scp>hort</scp> C<scp>ommunication</scp>: Near infrared reflectance spectroscopy accurately predicts the digestible energy content of barley for pigs","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Animal Science","topic":"Animal Nutrition and Physiology","field":"Agricultural and Biological Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian International Grains Institute; Agriculture Food and Rural Development; University of Saskatchewan; University of Alberta","funders":"","keywords":"Near infrared reflectance spectroscopy; Broiler; Energy density; Chemistry; Reflectivity; Spectroscopy; Animal science; Food science; Near-infrared spectroscopy; Analytical Chemistry (journal); Biology; Physics; Optics; Chromatography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0005921696,0.0001483214,0.0002509502,0.00005168232,0.0007203707,0.0001150714,0.001400891,0.00008571502,0.00005458505],"category_scores_gemma":[0.001042117,0.00006285588,0.0001327708,0.0007639105,0.001141104,0.0004322828,0.0000497683,0.0001918995,0.000004649233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007918089,"about_ca_system_score_gemma":0.000563685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003156869,"about_ca_topic_score_gemma":0.006291662,"domain_scores_codex":[0.9984255,0.00008199525,0.0004411352,0.0002292591,0.0002675791,0.0005545251],"domain_scores_gemma":[0.9976446,0.0004951071,0.0004751198,0.0001207612,0.0006826573,0.0005817291],"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":[0.0000357666,0.00004222508,0.003985728,0.00000437056,0.00001368877,0.000005548153,0.000668818,0.000002547631,0.9815624,0.007030237,0.006338463,0.0003102394],"study_design_scores_gemma":[0.0002888454,0.004364853,0.8687826,0.00007605004,0.00002635888,0.00006961831,0.001693881,0.0001455987,0.05570773,0.004631563,0.0641421,0.0000707295],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912516,0.0008748154,0.00002934328,0.0004478215,0.0001665125,0.0001550677,0.0000787902,0.00000900871,0.006987023],"genre_scores_gemma":[0.9981141,0.0001715525,0.0007961782,0.0005755447,0.000172317,0.000007847417,0.000005555832,0.000001974051,0.0001549423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9258546,"threshold_uncertainty_score":0.5540582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1000674241683928,"score_gpt":0.2641597357395924,"score_spread":0.1640923115711996,"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."}}