{"id":"W6958599756","doi":"10.6084/m9.figshare.26798852","title":"Additional file 1 of A scalable, chromatography-free, biocatalytic method to produce the xyloglucan heptasaccharide XXXG","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Polysaccharides and Plant Cell Walls","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Xyloglucan; Thaumatin; Yield (engineering); Quality (philosophy); Work (physics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001815605,0.001628322,0.002013308,0.002680853,0.00132458,0.00232787,0.002856386,0.001690876,0.8893114],"category_scores_gemma":[0.01356973,0.001576275,0.001307236,0.003445667,0.0004057316,0.002250138,0.001230842,0.001903143,0.3403938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001219413,"about_ca_system_score_gemma":0.002149368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0028775,"about_ca_topic_score_gemma":0.008028428,"domain_scores_codex":[0.9991381,0.00009203138,0.00009769223,0.0002573425,0.000276108,0.0001387224],"domain_scores_gemma":[0.9928242,0.005003784,0.0003432713,0.0006484499,0.0008780667,0.0003023142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009112744,0.0004116123,0.001063955,0.006720627,0.0001021707,0.0001698224,0.00007425582,0.000987109,0.005848635,0.001955071,0.9576027,0.02415287],"study_design_scores_gemma":[0.004459142,0.0007666508,0.01004092,0.001566508,0.0002076849,0.0006364905,0.0001877494,0.004129558,0.02154667,0.01204155,0.9441355,0.0002815626],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.0003836511,0.00007227215,0.002252728,0.000126832,0.0001009245,0.0001752237,0.9925601,0.001755645,0.002572638],"genre_scores_gemma":[0.007256965,0.0002903323,0.01799404,0.0005297938,0.000106616,0.001883981,0.9561443,0.003583729,0.01221023],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8893114,"threshold_uncertainty_score":0.1578837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0197947470615686,"score_gpt":0.2242389317720196,"score_spread":0.204444184710451,"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."}}