{"id":"W2231953147","doi":"10.1016/b978-0-12-394437-5.00173-x","title":"Barley: Grading and Marketing","year":2016,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Sugarcane Cultivation and Processing","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Grading (engineering); Business; Marketing; Production (economics); Value (mathematics); Quality (philosophy); Agricultural economics; Agricultural science; Mathematics; Agricultural engineering; Engineering; Statistics; Economics; Environmental 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003251878,0.0002205013,0.0002237699,0.00001560517,0.0002306952,0.00008573727,0.0001261038,0.0001870212,0.001051564],"category_scores_gemma":[0.00004871534,0.00007429882,0.00007836187,0.000009408205,0.00008059767,0.00004313239,0.0000815176,0.0001612895,0.00004900248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002144962,"about_ca_system_score_gemma":0.000008688482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.548252e-7,"about_ca_topic_score_gemma":0.00001754813,"domain_scores_codex":[0.9990718,0.00003028715,0.0002114274,0.0003312611,0.0001619264,0.0001933184],"domain_scores_gemma":[0.9993645,0.0002874384,0.0001488721,0.00004471912,0.00005224923,0.0001021995],"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":[0.000008005914,7.238245e-7,0.00009112374,0.00001656451,0.00000986677,0.000003356519,0.00002543736,1.176796e-9,0.002705182,0.001412733,0.00005204667,0.995675],"study_design_scores_gemma":[0.00006186596,0.00001923501,0.000983416,0.0005539842,0.0000150808,0.00001291039,0.00001341457,7.827027e-7,0.0000678432,0.006589695,0.9914143,0.0002674473],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003552195,0.0009218145,1.570816e-7,0.0003770029,0.0001073905,0.0001325263,0.00001803901,0.00006886555,0.994822],"genre_scores_gemma":[0.01468794,0.0001213322,0.00005040769,0.0004002374,0.0005733661,0.000006217156,0.00001191939,0.000003429155,0.9841452],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9954075,"threshold_uncertainty_score":0.9998616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02256159752875627,"score_gpt":0.2162634933192487,"score_spread":0.1937018957904924,"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."}}