{"id":"W2001539184","doi":"10.2527/jas.2010-3378","title":"RUMINANT NUTRITION SYMPOSIUM: Molecular adaptation of ruminal epithelia to highly fermentable diets1","year":2010,"lang":"en","type":"review","venue":"Journal of Animal Science","topic":"Ruminant Nutrition and Digestive Physiology","field":"Agricultural and Biological Sciences","cited_by":262,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; University of Saskatchewan","funders":"","keywords":"Ruminant; Adaptation (eye); Rumen; Biology; Animal science; Biotechnology; Food science; Agronomy; Fermentation; Crop","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":[0.0007957503,0.0002572388,0.0009678275,0.0001542294,0.0001982017,0.00007409052,0.0008298802,0.0001755277,0.0000550613],"category_scores_gemma":[0.000123469,0.0001014893,0.0004136713,0.001198672,0.0003456901,0.0003511944,0.000127297,0.000348898,0.00002647363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009811245,"about_ca_system_score_gemma":0.0001669808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000463187,"about_ca_topic_score_gemma":0.00001080093,"domain_scores_codex":[0.9976526,0.0001141281,0.0008598706,0.0003420261,0.0006472723,0.0003840333],"domain_scores_gemma":[0.9978633,0.0001425669,0.00106894,0.00007694809,0.000557191,0.000291038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008742507,0.0002862063,0.00000785202,0.0003192623,0.000007210576,0.00002090806,0.00001894885,6.112688e-7,0.7781814,0.0004312305,0.0001117665,0.2205272],"study_design_scores_gemma":[0.000226068,0.007204026,0.001800786,0.006282181,0.0002027844,0.0003957945,0.0002000808,0.0000103569,0.02490027,0.0002672313,0.9580885,0.0004218914],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.3452554,0.6519785,0.00002562422,0.0009843175,0.0006033101,0.0007520991,0.0001203769,0.00001401869,0.0002663662],"genre_scores_gemma":[0.0825782,0.9160436,0.0009082072,0.00005284053,0.0003520618,0.00001726497,0.00001714102,0.000002762882,0.00002794624],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9579768,"threshold_uncertainty_score":0.4138615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03681097217077286,"score_gpt":0.3000478889478478,"score_spread":0.263236916777075,"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."}}