{"id":"W2734524039","doi":"10.1016/j.jcs.2017.07.008","title":"Perspectives on cereal science and technology: Papers presented at the 15th International Cereal and Bread Congress, 18 to 21 April 2016, Istanbul (Turkey)","year":2017,"lang":"en","type":"article","venue":"Journal of Cereal Science","topic":"Wheat and Barley Genetics and Pathology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Stability (learning theory); Cultivar; Yield (engineering); Mathematics; Grain yield; Correlation; Winter wheat; Quality (philosophy); Statistics; Agronomy; Biology; Computer science; Machine learning; Materials science; Physics","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":[0.004485703,0.001402757,0.0007563078,0.001357763,0.002853705,0.007199051,0.0008235921,0.005909687,0.02992637],"category_scores_gemma":[0.002281487,0.0002724085,0.000630777,0.001840475,0.001456114,0.004698307,0.004019715,0.00483822,0.004656374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003275929,"about_ca_system_score_gemma":0.005867594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003008731,"about_ca_topic_score_gemma":0.009699967,"domain_scores_codex":[0.9985745,0.0002569306,0.00009390377,0.0001830055,0.0003997237,0.0004918859],"domain_scores_gemma":[0.9980332,0.0003263215,0.0001522405,0.00005545125,0.0006019742,0.0008306736],"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":[0.0003795269,0.0001613585,0.001022996,0.001156515,0.00003340774,0.0004174601,0.00111716,0.0002792143,0.003329922,0.01314229,0.893425,0.08553518],"study_design_scores_gemma":[0.00001598802,0.00005656834,0.00245981,0.0003205756,0.000009918963,0.00007429078,0.001246388,0.00002446999,0.0004093216,0.002692702,0.9926739,0.00001593872],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.00601056,0.325277,0.0005535231,0.3663948,0.2570525,0.00006264907,0.0005711385,0.00005221004,0.0440256],"genre_scores_gemma":[0.09886818,0.3130664,0.002586889,0.08503088,0.1645615,0.0001994438,0.001364235,0.0001755065,0.3341469],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02992637,"threshold_uncertainty_score":0.1001136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01598991885050939,"score_gpt":0.2714168536428279,"score_spread":0.2554269347923185,"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."}}