{"id":"W4283752243","doi":"10.1080/87559129.2022.2092747","title":"A Detailed Review on Quality Parameters of Functional Noodles","year":2022,"lang":"en","type":"review","venue":"Food Reviews International","topic":"Food composition and properties","field":"Nursing","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Natural Science Foundation of China","keywords":"Functional food; Food science; Food industry; Quality (philosophy); Business; Biotechnology; Biochemical engineering; Computer science; Chemistry; Biology; Engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001393483,0.0005312858,0.002570083,0.0003001952,0.0001192418,0.00003628579,0.0008177034,0.0001375117,0.006435669],"category_scores_gemma":[0.0008004239,0.0003920825,0.001919115,0.0003703907,0.00008592698,0.00009598923,0.000178191,0.0006998096,0.0004431414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003280354,"about_ca_system_score_gemma":0.00009827946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005549109,"about_ca_topic_score_gemma":0.000007801375,"domain_scores_codex":[0.9944202,0.001651984,0.002218466,0.0005804817,0.0009083359,0.0002205424],"domain_scores_gemma":[0.9968563,0.0005505934,0.001760582,0.0006376965,0.0001128687,0.00008193005],"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":[0.0001226293,0.0001699443,9.42189e-7,0.04924057,0.0003325568,9.805334e-7,0.00001587419,0.000001348678,3.749275e-7,0.0004057695,0.01648321,0.9332258],"study_design_scores_gemma":[0.0001697433,0.0009788701,0.00000225319,0.06966459,0.0005545103,0.00004055106,0.000003414088,0.000001800744,0.00000242778,0.00006651796,0.9281618,0.0003535164],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001308428,0.9871331,0.000009901179,0.0006447468,0.004112807,0.001617456,0.0003625679,0.00005571681,0.00606237],"genre_scores_gemma":[0.000008000517,0.9942487,0.0003240249,0.002647863,0.0002313463,0.0009257206,0.001217201,0.00005637023,0.0003407908],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9328723,"threshold_uncertainty_score":0.9998531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2907692819635386,"score_gpt":0.4044952756813419,"score_spread":0.1137259937178033,"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."}}