{"id":"W4412588253","doi":"10.1016/bs.afnr.2025.06.001","title":"Innovations in extruded products with improved nutritional quality","year":2025,"lang":"en","type":"book-chapter","venue":"Advances in food and nutrition research","topic":"Food composition and properties","field":"Nursing","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Quality (philosophy); Food science; Biotechnology; Biology; Business; Biochemical engineering; Engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000707187,0.0002396154,0.0003731179,0.001275385,0.0002060016,0.00008692609,0.0001792479,0.0002344193,0.00004806372],"category_scores_gemma":[0.0001283103,0.0002268351,0.00003132652,0.0005922978,0.0004110416,0.0003946653,0.00008259042,0.001116413,0.00000538986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001911638,"about_ca_system_score_gemma":0.000113458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003037081,"about_ca_topic_score_gemma":0.0008929317,"domain_scores_codex":[0.997782,0.0001873022,0.0005240204,0.0006162605,0.0005287614,0.0003616862],"domain_scores_gemma":[0.9985133,0.0003412136,0.00009542078,0.0002877676,0.00070958,0.00005275298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.04164158,0.002864022,0.0006263612,0.01468129,0.0001300614,0.0000634838,0.0008209975,0.00001044872,0.008044814,0.7519045,0.005465096,0.1737473],"study_design_scores_gemma":[0.006101202,0.005894749,0.0004771673,0.007298733,0.00001071388,0.00002108512,0.000367085,0.0000527275,0.006639542,0.2493419,0.7230595,0.0007356636],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02965476,0.1708289,0.00004300895,0.05851331,0.001316966,0.009851445,0.001178122,0.0003493496,0.7282641],"genre_scores_gemma":[0.9536719,0.01220929,0.003582016,0.0005911289,0.0005216993,0.001183582,0.0009902045,0.00008676026,0.02716344],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9240171,"threshold_uncertainty_score":0.9250067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0794917881707249,"score_gpt":0.3816105071686028,"score_spread":0.302118718997878,"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."}}