{"id":"W7005359337","doi":"","title":"Quality prediction of Uruguayan wheats based on rheological properties and related NIR analyses","year":2005,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Rheology; Statistical analysis; Decantation","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001963277,0.0001783553,0.0003499323,0.0001838917,0.00007967341,0.000006848051,0.0001786405,0.0004176085,0.00001505211],"category_scores_gemma":[0.00006635724,0.0001910632,0.0001918202,0.000123965,0.0001561208,0.000008438282,0.00004931365,0.0001482845,0.000001598501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002847758,"about_ca_system_score_gemma":0.0000542542,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005805759,"about_ca_topic_score_gemma":0.03110299,"domain_scores_codex":[0.9989824,0.0001522113,0.0001726047,0.0003715508,0.0002082501,0.0001130298],"domain_scores_gemma":[0.9990605,0.00001403294,0.0003304142,0.0003472316,0.0002040686,0.00004371986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001008652,0.0003249675,0.02455867,0.0003095978,0.00039349,0.000008578324,0.0001361261,0.000192923,0.9683895,0.00003190648,0.00271923,0.00192641],"study_design_scores_gemma":[0.0009455766,0.001032942,0.4819799,0.000254036,0.0006319471,0.000002607385,0.008012851,0.001673445,0.5035681,0.00003219531,0.0014452,0.0004212004],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911888,0.000407117,0.0002027295,0.00008623267,0.00001857087,0.0001771037,0.00002241742,0.00002892951,0.007868063],"genre_scores_gemma":[0.9957125,0.0005023953,0.0005948791,0.00001310512,0.00002179968,5.87864e-7,0.0009733309,0.00001262553,0.002168843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4648213,"threshold_uncertainty_score":0.9865769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03014441791100417,"score_gpt":0.2634238657525214,"score_spread":0.2332794478415172,"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."}}