{"id":"W4400792313","doi":"10.3389/fnut.2024.1400719","title":"Determining amino acid requirements in humans","year":2024,"lang":"en","type":"review","venue":"Frontiers in Nutrition","topic":"Muscle metabolism and nutrition","field":"Biochemistry, Genetics and Molecular Biology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Children's Hospital; University of Toronto; Hospital for Sick Children","funders":"","keywords":"Amino acid; Amino acid analysis; Biochemistry; Biology","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"],"consensus_categories":[],"category_scores_codex":[0.0002679789,0.0003312528,0.0007719657,0.0005686909,0.00002925207,0.00004323962,0.0002319336,0.0005346164,0.000005132908],"category_scores_gemma":[0.00003047615,0.0003368138,0.0002652522,0.0003268216,0.00004414861,0.000009568604,0.00009035935,0.0002982786,0.00001391673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001045332,"about_ca_system_score_gemma":0.00005869394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004090023,"about_ca_topic_score_gemma":0.00001815201,"domain_scores_codex":[0.9981624,0.0001672075,0.0005913362,0.0006184605,0.0001443914,0.0003162134],"domain_scores_gemma":[0.9994775,0.000003512278,0.0001289044,0.0003231583,0.0000193104,0.0000476344],"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":[0.00002879419,0.0002872153,0.0001675168,0.04691475,0.00006522705,0.00006760854,0.00003012182,1.478638e-7,0.0004070076,0.00001944972,0.03783979,0.9141724],"study_design_scores_gemma":[0.0006713608,0.00007499835,0.00001788618,0.02068535,0.0001746396,0.000007546384,0.00002849543,0.000005199416,0.0001521324,0.0003221952,0.9775138,0.0003463494],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003211857,0.9965702,0.0004037893,0.000006154614,0.001620581,0.0007312537,0.00008704478,0.00001568794,0.0002441582],"genre_scores_gemma":[0.0001432436,0.9941979,0.002403395,0.00002810734,0.0006686861,0.0004891756,0.001877992,0.0000593099,0.0001321638],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9396741,"threshold_uncertainty_score":0.9999084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03622519976227303,"score_gpt":0.3291239641337423,"score_spread":0.2928987643714693,"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."}}