{"id":"W4392887359","doi":"10.2139/ssrn.4760238","title":"A Universal Lump-Based Model and its Validation for the Epoxidation of Vegetable Oils or Fatty Methyl Esters","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Process Optimization and Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Organic chemistry; Chemistry; Vegetable oil; Economics; Pulp and paper industry; Engineering","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":[0.0007516008,0.0001836363,0.0001914752,0.0001820391,0.00008628201,0.0001101439,0.0001757925,0.0001611168,0.000007557162],"category_scores_gemma":[0.00007666487,0.0001326811,0.00009405859,0.0001304949,0.00001670291,0.0001763454,0.00003873582,0.001181504,0.000001273533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005322024,"about_ca_system_score_gemma":0.00156647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007557929,"about_ca_topic_score_gemma":0.000125878,"domain_scores_codex":[0.9988508,0.00002837902,0.0003061357,0.000162897,0.0001669234,0.0004848926],"domain_scores_gemma":[0.9994262,0.00007471262,0.0001464319,0.0001152108,0.0002020537,0.00003535714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005817069,0.000008947673,0.000001361097,0.000289423,0.0001824561,1.432904e-7,0.000160804,0.9750505,0.003627016,0.01760427,0.00003808324,0.002978805],"study_design_scores_gemma":[0.0003534127,0.00005949463,0.000001400345,0.0001248058,0.0002036711,0.000009705305,0.0001569424,0.9448041,0.0199797,0.03411329,0.00005906983,0.0001343948],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0231846,0.005825635,0.96962,0.0004242409,0.0003083868,0.0003878982,0.00002738387,0.00007607888,0.0001457845],"genre_scores_gemma":[0.9910019,0.006112716,0.002249484,0.00001822655,0.00008378476,0.00004127418,0.00006026459,0.00004493484,0.0003873842],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9678173,"threshold_uncertainty_score":0.5410576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01785894470494122,"score_gpt":0.2533742244543224,"score_spread":0.2355152797493812,"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."}}