{"id":"W3013455161","doi":"10.3390/catal10040360","title":"Selective Oxidation of Crude Glycerol to Dihydroxyacetone in a Biphasic Photoreactor","year":2020,"lang":"en","type":"article","venue":"Catalysts","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Dihydroxyacetone; Glycerol; Yield (engineering); Chemistry; Ethyl acetate; Glyceraldehyde; Selectivity; Chromatography; Nuclear chemistry; Organic chemistry; Catalysis; Materials science; Enzyme","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001010297,0.0001292859,0.0002077024,0.0002020942,0.00001145093,0.000006730978,0.0001381719,0.00007120449,0.00001515299],"category_scores_gemma":[0.00007509741,0.0001408057,0.00002734434,0.001589613,0.0000244991,0.0001269471,0.00003091371,0.0001330954,0.0000340105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001514065,"about_ca_system_score_gemma":0.00002572257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002446543,"about_ca_topic_score_gemma":0.000001955933,"domain_scores_codex":[0.999213,0.000008927764,0.0003215792,0.0001740706,0.000121872,0.0001605854],"domain_scores_gemma":[0.9996436,0.00001461696,0.00004650024,0.0001486202,0.0001009864,0.00004574152],"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":[0.00002436259,0.0000106857,0.0005961923,0.00005915957,0.00001738365,0.00000213473,0.001344324,0.00002172732,0.9916689,0.0003632281,0.003898962,0.001992934],"study_design_scores_gemma":[0.0002569957,0.00006101075,0.002779439,0.00003237031,0.000005185098,0.000001424374,0.00005576641,0.0003286423,0.9947437,0.0000419658,0.001557152,0.0001363576],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9416323,0.00007398875,0.05590989,0.0001473449,0.00005796923,0.0003450689,0.00002165022,0.000199796,0.001611967],"genre_scores_gemma":[0.999089,0.000003426402,0.0004670189,0.0002088739,0.00004596867,0.00004108002,0.0001051619,0.00002679634,0.00001265944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05745669,"threshold_uncertainty_score":0.5741892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0137301735239627,"score_gpt":0.2305007843319314,"score_spread":0.2167706108079687,"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."}}