{"id":"W2286871057","doi":"10.18331/brj2016.3.3.7","title":"Enhanced ethanol and glucosamine production from rice husk by NAOH pretreatment and fermentation by fungus Mucor hiemalis","year":2016,"lang":"en","type":"article","venue":"Biofuel Research Journal","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Husk; Fermentation; Chemistry; Ethanol fuel; Biomass (ecology); Response surface methodology; Ethanol; Yield (engineering); Food science; Hydrolysis; Mucor; Botany; Agronomy; Biochemistry; Biology; Chromatography; Materials science; Penicillium","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":[],"consensus_categories":[],"category_scores_codex":[0.000220006,0.0006286213,0.0003977113,0.0001692708,0.000115474,0.0003037699,0.0001504592,0.0002351623,0.0002234351],"category_scores_gemma":[0.0001383084,0.0001655451,0.0004135443,0.0002576991,0.0001204833,0.0002174536,0.0002372253,0.0002267621,0.0001234748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002354167,"about_ca_system_score_gemma":0.0002886318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001352941,"about_ca_topic_score_gemma":0.001958516,"domain_scores_codex":[0.9998273,0.00003016196,0.00002373602,0.00003550715,0.00004295571,0.00004041963],"domain_scores_gemma":[0.9999425,0.000008077807,0.00001907663,0.00000647157,0.00001176015,0.00001202371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005678052,0.00001238027,0.000139823,0.00001771107,0.00000271353,0.00001311213,0.000003383848,0.00008455893,0.999153,0.000005507654,0.00000199224,0.0005090123],"study_design_scores_gemma":[0.000006250891,0.0001920289,0.002734931,0.000002269552,0.00001362149,0.00003043931,0.00001054147,0.0005092231,0.996369,0.000006221215,0.0001220616,0.000003301826],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978769,0.0003994867,0.001348704,0.00001526483,0.000004830672,0.00001153769,0.00008743185,0.00001547582,0.0002403465],"genre_scores_gemma":[0.996024,0.0003013548,0.00303451,0.000009886719,0.000001917913,0.00001116936,0.0001444123,0.000006086769,0.0004665966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001352941,"threshold_uncertainty_score":0.002690196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02525368742465538,"score_gpt":0.2858072524991762,"score_spread":0.2605535650745208,"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."}}