{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002798867,0.001659768,0.003156805,0.004819753,0.000518467,0.002703749,0.00256634,0.003301093,0.0113247],"category_scores_gemma":[0.007617922,0.0007642803,0.0016285,0.005072593,0.001065211,0.003748741,0.001501668,0.002639119,0.01022597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001230525,"about_ca_system_score_gemma":0.003792133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002120789,"about_ca_topic_score_gemma":0.001959094,"domain_scores_codex":[0.9980898,0.0004384271,0.0003985255,0.0003080255,0.0006761323,0.00008906466],"domain_scores_gemma":[0.9933671,0.003332539,0.000752752,0.0002832328,0.00205444,0.0002098634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001591149,0.0000383358,0.0002180604,0.0845876,0.000328398,0.0001661068,0.00009401453,0.0004651242,0.001642375,0.002673638,0.1706789,0.7389484],"study_design_scores_gemma":[0.00001583529,0.00005756471,0.0006470801,0.009126193,0.0001830057,0.0004485415,0.00004775696,0.0001170524,0.0004854922,0.001106144,0.9877269,0.00003836813],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009361827,0.9929612,0.001042966,0.001207849,0.002909801,0.00004189831,0.0003019062,0.00007536513,0.001365318],"genre_scores_gemma":[0.0007679479,0.9933141,0.001078767,0.001271505,0.001602216,0.00005504088,0.0004901884,0.00003157586,0.001388655],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0113247,"threshold_uncertainty_score":0.03788489,"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."}}