{"id":"W2116672996","doi":"10.51847/btxpsfk","title":"10.51847/btXpsFK","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hydrolysate; Fermentation; Chemistry; Ethanol fuel; Hydrolysis; Yield (engineering); Food science; Biofuel; Enzymatic hydrolysis; Biomass (ecology); Ethanol; Ethanol fermentation; Sugar; Reducing sugar; Biochemistry; Biotechnology; Agronomy; Materials science; 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":[0.0005024605,0.001474198,0.0005928439,0.002224901,0.0008965621,0.002354573,0.001192451,0.002336559,0.9276061],"category_scores_gemma":[0.0006550605,0.0003863887,0.0006527838,0.001825889,0.0006382649,0.001773641,0.002096842,0.001281548,0.9505038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007988346,"about_ca_system_score_gemma":0.0005852579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001729983,"about_ca_topic_score_gemma":0.001277013,"domain_scores_codex":[0.9996523,0.0000231535,0.00002432957,0.00008738667,0.0001386994,0.00007412986],"domain_scores_gemma":[0.9993731,0.00008296225,0.00004087119,0.0001553092,0.0001785587,0.0001691731],"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":[0.0004521655,0.0004902554,0.001238346,0.0002897269,0.00002748829,0.0004192697,0.00009175267,0.0007358879,0.02125755,0.006377879,0.1815372,0.7870824],"study_design_scores_gemma":[0.00008226886,0.0001312208,0.002277675,0.0001216873,0.00001582554,0.0007998361,0.00007076041,0.001080814,0.005368652,0.00234803,0.9876814,0.00002188989],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005970294,0.0009650151,0.00872189,0.001405991,0.001071766,0.0001563542,0.003648701,0.006226478,0.9718335],"genre_scores_gemma":[0.007195223,0.0002897324,0.002541038,0.0003925275,0.0000975943,0.00005400288,0.004149271,0.0006038305,0.9846769],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07239389,"threshold_uncertainty_score":0.103261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004942132182409097,"score_gpt":0.1548110226906129,"score_spread":0.1498688905082038,"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."}}