{"id":"W2051173821","doi":"10.1016/j.lwt.2006.08.016","title":"Assessment of color development due to twin-screw extrusion of rice–glucose–lysine blend using image analysis","year":2006,"lang":"en","type":"article","venue":"LWT","topic":"Food composition and properties","field":"Nursing","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Extrusion; Lysine; Materials science; Composite material; Food science; Mathematics; Chemistry; Biochemistry","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":[0.0001264678,0.0001281415,0.0003651697,0.000329614,0.00009464996,0.00002511881,0.0001211274,0.00004484656,0.0001512528],"category_scores_gemma":[0.000007242669,0.0001149802,0.0001103467,0.0007659546,0.00003486398,0.00008379843,0.00006917394,0.0000591199,0.000007461676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001220674,"about_ca_system_score_gemma":0.0000192581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005323386,"about_ca_topic_score_gemma":0.00008183115,"domain_scores_codex":[0.9987806,0.00007813617,0.0004560348,0.0002019274,0.0003064599,0.0001768609],"domain_scores_gemma":[0.9993665,0.00003438983,0.0001708118,0.0002207633,0.0001590481,0.00004851332],"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":[0.000187447,0.0001940751,0.001268858,0.0001000929,0.000150184,0.000005926255,0.0003208446,0.00439388,0.9897801,0.00005685948,0.000145959,0.003395786],"study_design_scores_gemma":[0.0003740974,0.0002818179,0.1068508,0.00008813157,0.0003183684,0.000003310065,0.00009607882,0.007847549,0.881074,0.00003622342,0.002856665,0.0001729709],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894909,0.0001490361,0.006109428,0.0002535201,0.0001310056,0.00016883,0.000009823032,0.0000283729,0.003659109],"genre_scores_gemma":[0.9171709,8.680323e-7,0.08256871,0.00009132272,0.00003150403,0.000005433744,0.00002696397,0.00001213904,0.00009211779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1087061,"threshold_uncertainty_score":0.4688755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02033693906943767,"score_gpt":0.292251598754239,"score_spread":0.2719146596848013,"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."}}