{"id":"W4251230038","doi":"10.1002/3527602348.ch2a","title":"Potential Source of Energy and Chemical Products: Sections 1–4","year":2000,"lang":"en","type":"other","venue":"","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Hydrolysis; Fermentation; Chemistry; Enzymatic hydrolysis; Starch; Sugar; Food science; Yeast; Lignin; Ethanol fuel; Hydrolysate; Acid hydrolysis; Biochemistry; Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001754271,0.0009973068,0.0003784802,0.001761568,0.0005118289,0.001538296,0.0005181301,0.000786125,0.147559],"category_scores_gemma":[0.0001578898,0.0002728819,0.0005035932,0.001788444,0.000207506,0.001483566,0.0006995311,0.0006014638,0.06868917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007037712,"about_ca_system_score_gemma":0.0007842507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001070654,"about_ca_topic_score_gemma":0.0018455,"domain_scores_codex":[0.9998766,0.000004552766,0.000004469172,0.0000215947,0.00007598197,0.00001692087],"domain_scores_gemma":[0.9999427,0.000005171399,0.000007067251,0.000006726276,0.00002864391,0.000009823404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001866493,0.0003559631,0.0009367066,0.002143947,0.00002601917,0.0006474231,0.0000855935,0.001589839,0.08522268,0.02364799,0.113914,0.7712433],"study_design_scores_gemma":[0.00000506117,0.00005598469,0.001260592,0.0002496319,0.000009999781,0.0003072863,0.00004694365,0.0001697917,0.02368111,0.003917059,0.9702873,0.000009314422],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01036988,0.03833006,0.01221155,0.001427252,0.002635977,0.0004123681,0.004232753,0.0005263088,0.9298539],"genre_scores_gemma":[0.02036002,0.03576535,0.007303426,0.0004789701,0.0006136313,0.00014852,0.003605117,0.0001609355,0.931564],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.147559,"threshold_uncertainty_score":0.493634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003426371775948136,"score_gpt":0.160657691577019,"score_spread":0.1572313198010709,"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."}}