{"id":"W2307014233","doi":"10.14288/1.0073386","title":"Strategies to increase the sugar concentration and overall sugar recovery from steam pretreated wheat straw and corn stover","year":2012,"lang":"en","type":"article","venue":"Open Collections","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Straw; Corn stover; Sugar; Agronomy; Environmental science; Pulp and paper industry; Chemistry; Food science; Biology; Fermentation; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001020881,0.0001145895,0.0001052423,0.0000191754,0.0005989585,0.0007181901,0.00007546254,0.00007084391,0.0004315525],"category_scores_gemma":[0.00001309319,0.00009133222,0.00001611474,0.0002087737,0.00003813504,0.0006542196,0.00005811771,0.0001114202,0.00001134976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006818224,"about_ca_system_score_gemma":0.00002984784,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007817796,"about_ca_topic_score_gemma":0.0008677669,"domain_scores_codex":[0.9994416,0.00004882345,0.0001150424,0.0001574018,0.00007339549,0.000163687],"domain_scores_gemma":[0.9996358,0.00004669648,0.00001906985,0.0001472074,0.00003246158,0.0001187204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004483144,0.0001824728,0.003793842,0.00007470429,0.0003470102,0.00000203439,0.002308169,0.0007918021,0.04321477,0.000317888,0.9457542,0.002764839],"study_design_scores_gemma":[0.006617482,0.001046439,0.1082313,0.000213395,0.0005868659,0.0001335283,0.01722277,0.01178241,0.06298536,0.002096361,0.7869539,0.002130196],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9235529,0.0005517716,0.0003443499,0.0003380883,0.0007884639,0.001028976,0.0001689269,0.0001258287,0.07310065],"genre_scores_gemma":[0.9872966,0.0003203661,0.0001967711,0.000120082,0.0001188931,0.00003231076,0.00003577909,0.00001442337,0.01186475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1588002,"threshold_uncertainty_score":0.9987893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01341071230779644,"score_gpt":0.220271238425595,"score_spread":0.2068605261177986,"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."}}