{"id":"W4403840219","doi":"10.21323/2618-9771-2024-7-3-420-426","title":"World practice of wheat flour classification","year":2024,"lang":"en","type":"article","venue":"Food systems","topic":"Food Industry and Aquatic Biology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wheat flour; Food science; Mathematics; Business; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004415507,0.001113374,0.0008635869,0.008557032,0.0009484515,0.003730309,0.00165636,0.001247341,0.005066902],"category_scores_gemma":[0.007565528,0.0003551626,0.0007149381,0.01059276,0.002077075,0.00323976,0.001721547,0.001930816,0.004632072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001958385,"about_ca_system_score_gemma":0.002591914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005234177,"about_ca_topic_score_gemma":0.002771535,"domain_scores_codex":[0.9944426,0.001052251,0.001284668,0.0008867047,0.002153829,0.0001798458],"domain_scores_gemma":[0.9949068,0.001176357,0.0006159612,0.0005538121,0.002608637,0.0001383229],"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":[0.00008092826,0.00003211934,0.001829694,0.002796203,0.00004146483,0.0002346404,0.0008267918,0.0004603475,0.001435728,0.03279609,0.07022394,0.8892421],"study_design_scores_gemma":[0.000003525553,0.00002643734,0.001764366,0.001171343,0.00001404466,0.0003443002,0.0002136212,0.0001342361,0.0005007611,0.003239592,0.992572,0.00001576831],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.009911764,0.74867,0.05667014,0.01491524,0.01979862,0.0003411685,0.001945219,0.000786615,0.1469612],"genre_scores_gemma":[0.1043301,0.6894261,0.1086608,0.01173039,0.006621683,0.0005825384,0.006802518,0.0006231453,0.07122285],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008557032,"threshold_uncertainty_score":0.02335173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07669230379134866,"score_gpt":0.2722297423922505,"score_spread":0.1955374386009018,"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."}}