{"id":"W7064300467","doi":"","title":"Assessing in vitro methodologies for the determination of protein digestibility, amino acid digestibility, and protein quality","year":2024,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Particle Detector Development and Performance","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; U.S. Food and Drug Administration","keywords":"Protein quality; Amino acid; Digestion (alchemy); In vitro; Kjeldahl method; Protein digestibility; Amino acid analysis; In vivo","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009484018,0.000173358,0.0003475512,0.0001177668,0.000138962,0.00004940649,0.0002258744,0.0001068359,0.00000315479],"category_scores_gemma":[0.00007121253,0.0001665882,0.00009782632,0.0001822404,0.0001224971,0.0003180478,0.00009103374,0.0002198153,0.000001211272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005550551,"about_ca_system_score_gemma":0.0001115448,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001777404,"about_ca_topic_score_gemma":0.01936101,"domain_scores_codex":[0.998973,0.0001505927,0.0002077319,0.0003104413,0.0001837903,0.0001744641],"domain_scores_gemma":[0.9990188,0.0002926687,0.000321023,0.0002218399,0.0001200972,0.0000255737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001052048,0.0001762752,0.1394425,0.004012594,0.0001604695,0.000002926821,0.004587826,0.00001286491,0.646047,0.001367003,0.00001178681,0.2031267],"study_design_scores_gemma":[0.0004057191,0.00005585995,0.6684307,0.000359674,0.00008717302,1.181622e-7,0.02133986,0.001275986,0.3037759,0.003980334,0.00006176297,0.0002268526],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947641,0.0001325617,0.003404198,0.0001356005,0.00008804166,0.001095934,0.00004554996,0.00001883717,0.000315112],"genre_scores_gemma":[0.991435,0.000003697651,0.008140041,6.986104e-7,0.00002466337,0.00001207741,0.00009264536,0.00001135388,0.0002798588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5289882,"threshold_uncertainty_score":0.9985331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06435414648021369,"score_gpt":0.3222092836310241,"score_spread":0.2578551371508104,"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."}}