{"id":"W1535733570","doi":"10.1002/9781118354100.ch2","title":"Breeding for Ideal Milling Oat: Challenges and Strategies","year":2013,"lang":"en","type":"other","venue":"","topic":"Genetics and Plant Breeding","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Ideal (ethics); Business; Biotechnology; Agricultural engineering; Agricultural science; Biology; Engineering; Political science","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":[0.00007345159,0.0001448449,0.0001716276,0.00001257122,0.00006187902,0.0001027962,0.0001008649,0.000188842,0.0008380382],"category_scores_gemma":[0.000004471922,0.00004793092,0.00003802483,0.00002001739,0.0000204052,0.00002341799,0.00003261566,0.00005083003,0.00001501989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001906397,"about_ca_system_score_gemma":0.000002209317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000561636,"about_ca_topic_score_gemma":0.00189473,"domain_scores_codex":[0.9994135,0.000005863348,0.00009002814,0.0002290732,0.00007150513,0.0001900353],"domain_scores_gemma":[0.99976,0.00009228036,0.00005870766,0.00001888387,0.0000148322,0.00005534162],"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":[0.000005169173,0.00001627364,0.00007191564,0.0002013563,0.00005444219,0.000001304409,0.0001098015,7.889443e-7,0.04482383,0.03624301,0.2711697,0.6473024],"study_design_scores_gemma":[0.0000545132,0.0001869864,0.0006383251,0.0001043978,0.00001204925,0.000004200392,0.001144153,0.00009267183,0.00005486428,0.001477431,0.995982,0.0002484009],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004548977,0.02237977,0.00002443182,0.0006796236,0.0002547714,0.0003879052,0.00009279919,0.0001357296,0.971496],"genre_scores_gemma":[0.09642978,0.05202108,0.003434508,0.0001814255,0.004695655,0.00008752465,0.0002137776,0.00003010608,0.8429062],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7248123,"threshold_uncertainty_score":0.9175931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06679368240528881,"score_gpt":0.2177448690154199,"score_spread":0.1509511866101311,"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."}}