{"id":"W7035953976","doi":"","title":"Alfa Laval supports refinery in its transition towards biofuels","year":2022,"lang":"en","type":"other","venue":"","topic":"Botanical Studies and Applications","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Biofuel; Refinery; Oil refinery; Renewable energy; Production (economics)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000080872,0.0001424028,0.0002037554,0.000004367163,0.0000795352,0.00001554969,0.000160341,0.000140671,0.102559],"category_scores_gemma":[0.000005122005,0.00005004653,0.00009056465,0.0002865978,0.00002216076,0.00001496813,0.00007288496,0.0001493238,0.00009868871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002574238,"about_ca_system_score_gemma":0.000003027631,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004205032,"about_ca_topic_score_gemma":0.01952614,"domain_scores_codex":[0.9991359,0.00003016001,0.0001659498,0.0003087046,0.0001582677,0.0002010793],"domain_scores_gemma":[0.9998184,0.00002416589,0.0000544158,0.00004451313,0.000007820772,0.00005068337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007091556,0.0002429579,0.0001650349,0.00001557887,0.0000241324,0.00001461807,0.00002803779,5.890587e-7,0.002658596,0.0007030826,0.688636,0.3075043],"study_design_scores_gemma":[0.00005228542,0.00005267106,0.004317797,0.000008777251,0.00000659541,0.000001664888,0.0000885703,0.000002043046,0.00002501625,0.0001156177,0.9951663,0.0001626823],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0126515,0.001349685,0.000001647356,0.01512632,0.0001454562,0.000534246,0.0006279888,0.0002634058,0.9692997],"genre_scores_gemma":[0.07645316,0.004898026,0.0001257574,0.002927367,0.00115981,0.0004622184,0.001470396,0.00002458737,0.9124787],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3073416,"threshold_uncertainty_score":0.9983649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01875114624036114,"score_gpt":0.2239180922158744,"score_spread":0.2051669459755133,"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."}}