{"id":"W570568108","doi":"10.1093/cdn/nzy042","title":"Methods and Protocols","year":2018,"lang":"en","type":"article","venue":"Current Developments in Nutrition","topic":"Plant biochemistry and biosynthesis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of Guelph","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Natural Sciences and Engineering Research Council of Canada; Mitacs; National Institutes of Health; University of Guelph","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002240184,0.00009348854,0.00007720532,0.00003693951,0.00004862549,0.00001590951,0.00008124052,0.0000849312,0.000008986277],"category_scores_gemma":[0.00007262891,0.0000908023,0.00001474523,0.00007746564,0.00006901536,0.000003559317,0.00006471309,0.00004837374,0.000005603425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001222391,"about_ca_system_score_gemma":0.00003002137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.620887e-7,"about_ca_topic_score_gemma":0.000002291447,"domain_scores_codex":[0.9993553,0.00005052015,0.0001438296,0.0002480628,0.0000580478,0.0001442933],"domain_scores_gemma":[0.9997802,0.00000729662,0.00003599015,0.00009673659,0.00003872847,0.00004106595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009927213,0.0001901873,0.005952062,0.0001567555,0.000009143669,8.398211e-7,0.00002547251,1.39364e-8,0.8716924,0.00002294042,0.001848154,0.1200028],"study_design_scores_gemma":[0.0003894684,0.00004162738,0.004467489,0.0001824662,0.000001741802,0.000009245461,0.000009492592,0.000004073879,0.7525951,0.0001097927,0.2420742,0.0001152759],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917769,0.001028613,0.001624096,0.00007427463,0.0002614533,0.003194087,0.00002994337,0.00002051747,0.001990119],"genre_scores_gemma":[0.932288,0.0008332988,0.06233473,0.0001143001,0.0005583653,0.003358152,0.0003329854,0.00001687178,0.0001632971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2402261,"threshold_uncertainty_score":0.370281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03447365198521344,"score_gpt":0.3973485209530886,"score_spread":0.3628748689678751,"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."}}