{"id":"W2491773350","doi":"10.1007/978-1-61779-445-2","title":"Amino Acid Analysis","year":2011,"lang":"en","type":"book","venue":"Methods in molecular biology","topic":"Metabolism and Genetic Disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Aristotle University of Thessaloniki; Universität Regensburg; Medizinischen Hochschule Hannover; Akademie Věd České Republiky; College of Engineering, Michigan State University; Università di Pisa; KU Leuven; Università degli Studi di Padova; Universität Leipzig; University of Queensland; Cardiff Metropolitan University; Universität für Bodenkultur Wien; Eidgenössische Technische Hochschule Zürich; Michigan State University; University of New England; Keio University; National Institute of Standards and Technology; McMaster University; National Institute of Advanced Industrial Science and Technology; Commonwealth Scientific and Industrial Research Organisation; South Dakota State University; Virginia Polytechnic Institute and State University; California Institute of Technology","keywords":"Amino acid analysis; Amino acid; Variety (cybernetics); Computational biology; Chemistry; Biochemistry; Computer science; Biology; Artificial intelligence","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001144564,0.0005826298,0.001025334,0.0006492041,0.00003735588,0.00001478803,0.0008057576,0.00150882,0.0003917375],"category_scores_gemma":[0.0002636598,0.0005814724,0.0006948925,0.0003572934,0.0003357315,0.000001142299,0.0004314688,0.0004035733,0.0000377481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001388081,"about_ca_system_score_gemma":0.0002756281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003268681,"about_ca_topic_score_gemma":0.00009143666,"domain_scores_codex":[0.9962649,0.001138754,0.0006460038,0.001245892,0.0001157537,0.0005886419],"domain_scores_gemma":[0.9980536,0.00003212793,0.0002950367,0.001392506,0.00009295362,0.0001338387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001386343,0.00016254,0.001881076,0.0000838548,0.003890325,0.00005837849,0.0001069013,0.00005954736,0.8902684,0.01329523,0.005052177,0.08500291],"study_design_scores_gemma":[0.0006053529,0.0002557155,0.000458485,0.00001422413,0.001176365,0.000009423383,0.00001274778,0.00001606154,0.1691113,0.02662484,0.8007306,0.0009848715],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000315224,0.01907047,0.7200059,0.00002093266,0.0004592734,0.000316718,0.00006748943,0.00001698535,0.2597271],"genre_scores_gemma":[0.0002341061,0.002093954,0.7111461,0.001108211,0.0002635394,0.0001235275,0.002422279,0.0001385052,0.2824698],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7956784,"threshold_uncertainty_score":0.9997874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01871673304179968,"score_gpt":0.3543089238523767,"score_spread":0.335592190810577,"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."}}