{"id":"W7045517013","doi":"","title":"ASSOCIATION OF MOLECULAR STRUCTURE SPECTRAL FEATURES WITH NUTRIENT PROFILES AND AVAILABILITY AND MILK PRODUCTION PERFORMANCE OF NEWLY DEVELOPED BLEND-PELLETED PRODUCTS IN HIGH PRODUCING DAIRY COWS","year":2019,"lang":"en","type":"dissertation","venue":"University Library (University of Saskatchewan)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Canola; Rumen; Nutrient; Meal; Digestion (alchemy); Fermentation; Dairy cattle; Ruminant","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":[0.0002285666,0.000199799,0.000254193,0.0002426866,0.0001134619,0.0003124802,0.000121133,0.0002122582,0.0003625858],"category_scores_gemma":[0.0002482043,0.0001425522,0.0001924648,0.0002068419,0.000104965,0.0002104195,0.0001309251,0.0003015671,0.00005534012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001957238,"about_ca_system_score_gemma":0.00008271915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001011886,"about_ca_topic_score_gemma":0.00193108,"domain_scores_codex":[0.9999045,0.00001746058,0.000009739524,0.00002962877,0.00002363485,0.00001505883],"domain_scores_gemma":[0.9997731,0.0000476791,0.00009873828,0.00001134596,0.00003247283,0.00003680341],"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":[0.003495895,0.0002774228,0.03255235,0.00008203848,0.00008601438,0.00007530105,0.00008050259,0.0001083842,0.9570467,0.000009781704,0.00001801643,0.00616755],"study_design_scores_gemma":[0.0000331915,0.005559335,0.785887,0.000009666126,0.0001958141,0.0003008411,0.0002775085,0.001352874,0.2058742,0.00001743881,0.0004785719,0.00001362207],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997763,0.00009613873,0.0000739317,0.000003131834,7.091388e-7,0.000001471197,0.00002665908,9.281906e-7,0.00002072186],"genre_scores_gemma":[0.9982193,0.0001378186,0.001039197,0.00001666163,0.000002268674,0.000008270504,0.0002261912,0.000003139597,0.000347058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001011886,"threshold_uncertainty_score":0.002012014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003222796771902478,"score_gpt":0.1606807206296663,"score_spread":0.1574579238577638,"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."}}