{"id":"W7006207454","doi":"","title":"SUBMERGED FERMENTATION BIOCONVERSION OF AIR-CLASSIFIED STARCH-RICH PULSE FLOURS TO PROTEIN-RICH PRODUCTS","year":2023,"lang":"en","type":"dissertation","venue":"University Library (University of Saskatchewan)","topic":"Ichthyology and Marine Biology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Ministry of Agriculture - Saskatchewan","keywords":"Fermentation; Bioconversion; Starch; Lactobacillus plantarum; Urea; Single-cell protein; Aspergillus oryzae; Ammonium; Nitrogen; Biomass (ecology)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0002272019,0.0005649137,0.0005978828,0.0001714646,0.0001092093,0.0004584835,0.0002702621,0.0002610915,0.0005172165],"category_scores_gemma":[0.0001168889,0.0001505528,0.0005461992,0.000281861,0.00009829708,0.0002801244,0.0003629144,0.0005294587,0.0002301777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001798456,"about_ca_system_score_gemma":0.0002015677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001070978,"about_ca_topic_score_gemma":0.001734712,"domain_scores_codex":[0.9998555,0.00002023844,0.00001624145,0.00003540442,0.00004316332,0.00002948245],"domain_scores_gemma":[0.9999241,0.00001311522,0.00001850915,0.000008510317,0.00001880757,0.00001705394],"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":[0.00005265596,0.00003562891,0.00005546065,0.00002318329,0.000003619152,0.00003019487,0.000006641586,0.00003424651,0.9990767,0.000006295999,0.000008230458,0.0006670658],"study_design_scores_gemma":[0.000007137981,0.000718427,0.002453083,0.00001001368,0.0000205776,0.00007211085,0.00003779858,0.0007433543,0.9954717,0.00000967894,0.0004510803,0.00000514812],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972373,0.0005058895,0.001386882,0.00002620797,0.00002560172,0.00002830738,0.0002110217,0.00002911967,0.0005496416],"genre_scores_gemma":[0.9898809,0.0007639815,0.006509114,0.00003489842,0.00001147553,0.00003588586,0.0006338363,0.00002761458,0.002102325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001070978,"threshold_uncertainty_score":0.002129495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008143413537818882,"score_gpt":0.1822683919143372,"score_spread":0.1741249783765183,"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."}}