{"id":"W3004992577","doi":"10.1017/s1751731119003112","title":"Review: Rumen sensors: data and interpretation for key rumen metabolic processes","year":2020,"lang":"en","type":"review","venue":"animal","topic":"Ruminant Nutrition and Digestive Physiology","field":"Agricultural and Biological Sciences","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cargill (Canada)","funders":"","keywords":"Rumen; Fermentation; Acidosis; Animal science; Biology; Biochemistry; Chemistry; Food science; Endocrinology","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":[0.0001470529,0.0002439202,0.001010353,0.00001033034,0.00009121405,0.00004945364,0.0003997157,0.0001126291,0.00004846911],"category_scores_gemma":[0.0004156277,0.00008874743,0.0001160285,0.0002496855,0.00005191897,0.0001696044,0.0002267186,0.0001082169,0.0000464439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006403142,"about_ca_system_score_gemma":0.00003167096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009240562,"about_ca_topic_score_gemma":0.0000122662,"domain_scores_codex":[0.9987245,0.000120534,0.0003367282,0.0005551469,0.00007287648,0.0001902743],"domain_scores_gemma":[0.9991403,0.0003843348,0.0002288087,0.00008283719,0.00007864667,0.00008510772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002505455,0.00003314823,0.000002794497,0.01512163,0.00004147112,0.000001399844,0.00001044894,1.11256e-9,0.00009734128,0.0001065491,0.01302122,0.971539],"study_design_scores_gemma":[0.00004435994,0.0003111812,0.00006034798,0.00719199,0.0003341341,0.00001739416,0.00001598394,0.00001016638,0.000002478357,0.00006990929,0.9917382,0.0002038555],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006713589,0.9964349,0.000001491131,0.001151556,0.00003296351,0.0009357083,0.001215884,0.00004090184,0.0001194681],"genre_scores_gemma":[0.0001259966,0.9960505,0.00008594837,0.0005781988,0.0003584067,0.0001353667,0.002619594,0.000002466113,0.00004354752],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.978717,"threshold_uncertainty_score":0.3619015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09590683712425327,"score_gpt":0.3423266344526352,"score_spread":0.2464197973283819,"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."}}