{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000619618,0.001071508,0.001408011,0.003666331,0.001034739,0.001660365,0.001115503,0.0007851233,0.04752289],"category_scores_gemma":[0.0009787505,0.0003647161,0.0007472218,0.002725149,0.0003952855,0.001144401,0.001079671,0.001601669,0.07248941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005025235,"about_ca_system_score_gemma":0.0006888384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009074684,"about_ca_topic_score_gemma":0.001744459,"domain_scores_codex":[0.9992483,0.00004208426,0.00005142364,0.0002168951,0.0003977345,0.00004347775],"domain_scores_gemma":[0.999491,0.00003915227,0.00003515962,0.00007331982,0.0003146005,0.00004679473],"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":[0.0004476976,0.0001195668,0.002409077,0.001710347,0.00009742757,0.0009722583,0.0002583343,0.0005524922,0.4188954,0.00837243,0.1672782,0.3988868],"study_design_scores_gemma":[0.000009216513,0.00006694285,0.002985934,0.0001845,0.00004424209,0.001036079,0.00007810417,0.0005094786,0.08243866,0.001865615,0.9107424,0.0000388544],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.03878967,0.05627529,0.2985632,0.003972913,0.009470205,0.001699042,0.1012772,0.0159222,0.4740303],"genre_scores_gemma":[0.04115631,0.03030759,0.2325914,0.00255807,0.0005850617,0.0009777003,0.08478531,0.004151861,0.6028866],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04752289,"threshold_uncertainty_score":0.15898,"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."}}