{"id":"W3014543347","doi":"10.3390/catal10040388","title":"Catalysis for the Production of Sustainable Fuels and Chemicals","year":2020,"lang":"en","type":"article","venue":"Catalysts","topic":"Catalysis for Biomass Conversion","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Waterloo","funders":"","keywords":"Environmental science; Renewable energy; Waste management; Renewable fuels; Biomass (ecology); Production (economics); Fossil fuel; Engineering; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001117482,0.00009070274,0.0001598934,0.00004090606,0.00005080482,0.00001343239,0.0001242181,0.00004171737,0.000005587282],"category_scores_gemma":[0.0002141323,0.00007175747,0.00007660115,0.0003156275,0.00005694073,0.0001182027,0.000053888,0.00004405991,0.00000549189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000298667,"about_ca_system_score_gemma":0.000009204513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000167556,"about_ca_topic_score_gemma":0.000002110993,"domain_scores_codex":[0.999438,0.000003660713,0.0001560403,0.0001642369,0.00009114177,0.0001469272],"domain_scores_gemma":[0.9995413,0.00006403045,0.00003589307,0.0002297526,0.0000727303,0.00005622561],"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":[0.00003861951,0.0000140363,0.0002258778,0.001048447,0.0003048142,0.000002339125,0.001824195,0.0005491978,0.9677861,0.0003047682,0.02287698,0.005024571],"study_design_scores_gemma":[0.0001479674,0.00001574748,0.0001704063,0.000006992382,0.0001837089,0.000003107229,0.0008175061,0.003003736,0.9800233,0.00004015918,0.01548266,0.0001047516],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911455,0.003360968,0.001983502,0.0021578,0.0001753529,0.0007465517,0.0000203576,0.0001782101,0.0002317534],"genre_scores_gemma":[0.9994549,0.00004710298,0.00009512551,0.00002525952,0.00008536215,0.00004004578,0.00007429364,0.00001743626,0.0001605339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0122371,"threshold_uncertainty_score":0.2926185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008903533157115673,"score_gpt":0.1955737523168918,"score_spread":0.1866702191597761,"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."}}