{"id":"W2066282003","doi":"10.5539/mas.v3n8p32","title":"Production of Bio-ethanol from Sugar Molasses Using Saccharomyces Cerevisiae","year":2009,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sugar; Fermentation; Ethanol; Ethanol fuel; Substrate (aquarium); Yield (engineering); Saccharomyces cerevisiae; Biomass (ecology); Chemistry; Food science; Ethanol fermentation; Biochemistry; Yeast; Biology; Materials science; Agronomy","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":[0.0001138045,0.0005540116,0.0003514106,0.0002181926,0.0001076609,0.0003727601,0.0001885954,0.0001447817,0.0004745699],"category_scores_gemma":[0.0001121186,0.0001084133,0.0002931553,0.0004182318,0.0001018137,0.0002439293,0.0002176326,0.0002119989,0.0002718336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001993956,"about_ca_system_score_gemma":0.0001741684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001129163,"about_ca_topic_score_gemma":0.001812445,"domain_scores_codex":[0.9999205,0.000009638812,0.00001351527,0.00001915763,0.00002685329,0.00001041386],"domain_scores_gemma":[0.9999743,0.000002767906,0.00000712652,0.000004469152,0.000005506118,0.000005863631],"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":[0.00005337383,0.00002517583,0.000545589,0.0001170495,0.00001042089,0.00008367593,0.00001435809,0.0002051569,0.9944311,0.00006337828,0.00002141639,0.004429305],"study_design_scores_gemma":[0.000003814558,0.0001178876,0.001245306,0.000007805423,0.00001897082,0.00009803222,0.00002362471,0.0005831197,0.9967788,0.00002083428,0.001097849,0.000004031374],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921159,0.00239796,0.003981082,0.00005539086,0.00002416559,0.00001849638,0.0003175255,0.00006005756,0.001029383],"genre_scores_gemma":[0.9890621,0.002461624,0.006409919,0.00001333521,0.000003866423,0.000007812026,0.0007435303,0.00001634429,0.00128143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001129163,"threshold_uncertainty_score":0.002245128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01961923644793302,"score_gpt":0.2301934931404552,"score_spread":0.2105742566925222,"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."}}