{"id":"W4411657815","doi":"10.51847/ic2em92","title":"10.51847/Ic2Em92","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Xylan; Trichoderma viride; Hydrolysis; Chemistry; Enzyme; Trichoderma; Biochemistry; Food science; Botany; Biology","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":[0.0007124236,0.002187042,0.001025954,0.002550587,0.001256136,0.004019003,0.001841766,0.003919808,0.9810828],"category_scores_gemma":[0.001021143,0.0006016464,0.0008649432,0.002431614,0.00106386,0.002286549,0.002434981,0.001696435,0.97942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001160464,"about_ca_system_score_gemma":0.0005740378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002179682,"about_ca_topic_score_gemma":0.001980032,"domain_scores_codex":[0.9992819,0.00004217314,0.0000458702,0.0002366691,0.0002545691,0.0001388243],"domain_scores_gemma":[0.9988288,0.000199528,0.00006349365,0.0002231588,0.0003558892,0.0003290925],"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":[0.0003882383,0.0002847493,0.0007754337,0.0004698267,0.00002763261,0.0003413744,0.00007377929,0.0004585249,0.007615953,0.006247439,0.2906985,0.6926186],"study_design_scores_gemma":[0.00004276588,0.0000531528,0.0007338158,0.0001341008,0.00001062091,0.0002593965,0.00003773428,0.0002772584,0.001065585,0.000618466,0.996754,0.00001304144],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007862647,0.0005946394,0.0009140422,0.0004339663,0.0005140511,0.00008917987,0.001081909,0.001084288,0.9945017],"genre_scores_gemma":[0.001717108,0.0002012475,0.0005115019,0.0002439386,0.00008400118,0.00003969119,0.0009568744,0.0002401217,0.9960056],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0189172,"threshold_uncertainty_score":0.02698302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004952234404263177,"score_gpt":0.154983882521125,"score_spread":0.1500316481168618,"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."}}