{"id":"W2109632653","doi":"10.51847/ntxn0ko","title":"10.51847/ntXn0KO","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Xylitol; Lactose; Kluyveromyces lactis; Sorbitol; Biotransformation; Chemistry; Food science; Biochemistry; Polyol; Yeast; Enzyme; Fermentation; Organic chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004699265,0.001706246,0.0007858434,0.001568748,0.0009032054,0.002300629,0.001622685,0.002070799,0.9333638],"category_scores_gemma":[0.0005432332,0.0006658384,0.0007707943,0.001066949,0.0007632331,0.001778543,0.002107681,0.001273675,0.9573798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001043265,"about_ca_system_score_gemma":0.00063324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002032063,"about_ca_topic_score_gemma":0.002274418,"domain_scores_codex":[0.9996876,0.00001970582,0.00002876311,0.0001007491,0.0001057442,0.00005761794],"domain_scores_gemma":[0.9994662,0.00004865804,0.00003861061,0.0001332875,0.0001416128,0.0001716103],"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":[0.000643721,0.000559239,0.001733755,0.0008019821,0.00005124206,0.0006954348,0.0001554378,0.0007588008,0.05793997,0.008231581,0.1858931,0.7425358],"study_design_scores_gemma":[0.00005367283,0.00008852234,0.002270081,0.000192227,0.00001802329,0.0007486702,0.00008547889,0.0008030738,0.006574095,0.001300716,0.9878444,0.00002097485],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004580389,0.0008990183,0.005688574,0.00079691,0.0011695,0.0002187794,0.0044306,0.004415962,0.9778004],"genre_scores_gemma":[0.003837225,0.0002281214,0.001431865,0.0002072658,0.00005176607,0.00007981768,0.003147191,0.0004563365,0.9905604],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0666362,"threshold_uncertainty_score":0.09504837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004941154551138006,"score_gpt":0.1550084606854923,"score_spread":0.1500673061343543,"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."}}