{"id":"W7063902790","doi":"","title":"Alfa Laval secures two contracts for biofuel production - Chemical Engineering","year":2024,"lang":"en","type":"other","venue":"Chemical Engineering","topic":"Particle Detector Development and Performance","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Production (economics); Biofuel; Chemical industry; Chemical products; Biorefinery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00005834625,0.0003288973,0.0002968168,0.00009427262,0.00001039236,0.00004645034,0.0001368963,0.0001313017,0.0001665952],"category_scores_gemma":[0.00002468565,0.0003334577,0.0001268148,0.0001236832,0.00001498825,0.000051022,0.00004548464,0.0003235278,0.000101602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003953255,"about_ca_system_score_gemma":0.00002436502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001070075,"about_ca_topic_score_gemma":1.983367e-7,"domain_scores_codex":[0.9989056,0.000001393414,0.0002079432,0.0003706795,0.000122457,0.0003919195],"domain_scores_gemma":[0.9996297,0.00002479251,0.00004765885,0.0001703863,0.00001766344,0.0001098383],"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":[0.0000129488,0.00003613542,0.00007041483,0.0008241457,0.0002980445,0.000002145457,0.00008643861,0.0004072865,0.9406223,0.0006529097,0.05460532,0.002381952],"study_design_scores_gemma":[0.0003572719,0.000005099912,0.000004322108,0.0004648971,0.0000608332,0.000002230904,0.000002479204,0.01112932,0.7665036,0.0000683376,0.2208876,0.0005140057],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8242797,0.01385861,0.03534672,0.0006678831,0.02089339,0.005515488,0.001183399,0.007776561,0.09047821],"genre_scores_gemma":[0.9355404,0.00001580053,0.00950017,0.00001500523,0.01096107,0.0004937108,0.0004176302,0.001184897,0.04187136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1741187,"threshold_uncertainty_score":0.9999117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006690041543999627,"score_gpt":0.2192530527486975,"score_spread":0.2125630112046978,"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."}}