{"id":"W4323668314","doi":"10.1016/j.aninu.2023.02.010","title":"Effects of Transparent Testa8 (TT8) gene and Homeobox12 (HB12) gene silencing in alfalfa (Medicago sativa L.) on molecular structure spectral profile in relation to energy, degradation, and fermentation characteristics in ruminant systems","year":2023,"lang":"en","type":"article","venue":"Animal nutrition","topic":"Plant Gene Expression Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; University of Saskatchewan","funders":"Agriculture and Agri-Food Canada; Natural Sciences and Engineering Research Council of Canada; China Scholarship Council; Ministry of Agriculture - Saskatchewan; University of Saskatchewan","keywords":"Rumen; Lignin; Ruminant; Biology; Medicago sativa; Fermentation; Food science; Protein degradation; Nutrient; Biomass (ecology); Agronomy; Biochemistry; Botany; Chemistry; Crop","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001241088,0.0001300998,0.0002062323,0.0003318724,0.00002273078,0.00001392923,0.00004641601,0.0001249397,0.000001225082],"category_scores_gemma":[0.00006351448,0.0001343289,0.0000202828,0.0003509214,0.00001945695,0.00001195898,0.00002320948,0.00007045724,4.245238e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000458464,"about_ca_system_score_gemma":0.00001973666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001376154,"about_ca_topic_score_gemma":0.0001257828,"domain_scores_codex":[0.9989123,0.0001202045,0.0003256525,0.0003171419,0.0001594039,0.0001652389],"domain_scores_gemma":[0.9997079,0.00002640563,0.00009768717,0.00008667404,0.00002701705,0.00005429869],"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":[0.0002116351,0.00008544838,0.01137518,0.0001655839,0.000009284257,0.00003360698,0.0001285625,0.0001681691,0.9872547,0.00003306891,0.00006134318,0.0004734064],"study_design_scores_gemma":[0.0007419017,0.0002636891,0.3833635,0.0002282919,0.00001090308,0.000005773,0.00008542967,0.001921549,0.6132429,0.00002547907,0.00001358713,0.0000969738],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985874,0.0002882124,0.0005088149,0.0001130223,0.00003488619,0.000369387,0.00008818499,0.000006576395,0.000003520376],"genre_scores_gemma":[0.9975733,0.0007979798,0.000280313,0.00002971633,0.00002845547,0.00006880013,0.001201163,0.00001290665,0.000007404427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3740118,"threshold_uncertainty_score":0.5477772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006449181003000768,"score_gpt":0.2314786474547818,"score_spread":0.225029466451781,"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."}}