{"id":"W6911702496","doi":"10.5281/zenodo.14505931","title":"ITHIM/ITHIM-R: method's paper release","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Livestock Farming and Management","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Work (physics); Process (computing); Action (physics); Production (economics)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004912404,0.0002197716,0.000191887,0.0000817512,0.0006525588,0.0006928424,0.0008949862,0.0001597681,0.1082172],"category_scores_gemma":[0.0001540269,0.0001057874,0.00009931833,0.0004393717,0.0000753416,0.00007332566,0.001216339,0.0003307491,0.04808789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000613724,"about_ca_system_score_gemma":9.883889e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002043393,"about_ca_topic_score_gemma":0.000005936992,"domain_scores_codex":[0.9981914,0.0003121151,0.0001855491,0.0006145445,0.0003534332,0.0003429184],"domain_scores_gemma":[0.9994032,0.00002233337,0.0001019419,0.0002016282,0.00009823262,0.0001726644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000751484,0.00004310217,8.677684e-8,0.00006446486,0.00004944191,0.00001679805,0.00008124435,8.608087e-7,0.001346858,0.002246814,0.8047647,0.1913781],"study_design_scores_gemma":[0.00008006762,0.000149253,0.00003678411,0.0001179234,0.00004093811,0.00002472918,0.0001658335,0.00001668065,0.00003116251,0.0003517672,0.9987429,0.000241988],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006319037,0.000588874,0.0001468431,0.001802828,0.000249446,0.0004643976,0.0004195481,0.00221143,0.9940534],"genre_scores_gemma":[0.001437023,0.0003945225,0.0005762081,0.0005909019,0.001011577,1.433319e-7,0.002297533,0.001153645,0.9925385],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1939782,"threshold_uncertainty_score":0.9526533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03267324010836339,"score_gpt":0.2459106242423701,"score_spread":0.2132373841340068,"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."}}