{"id":"W4200351237","doi":"10.1002/cjce.24335","title":"Prediction of the <scp>ASTM</scp> and <scp>TBP</scp> distillation curves and specific gravity distribution curve for fuels and petroleum fluids","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Phase Equilibria and Thermodynamics","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Distillation; Fraction (chemistry); Specific gravity; Boiling point; Thermodynamics; Petroleum engineering; Mathematics; Chemistry; Geology; Chromatography; Mineralogy; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002281721,0.0001327558,0.000200883,0.00004110606,0.00006556809,0.00004843481,0.00009145481,0.00007865109,7.816003e-7],"category_scores_gemma":[0.0003792608,0.0001047296,0.00006145785,0.0001270003,0.00008602965,0.0001267617,0.00001928637,0.0002385722,5.940487e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001035454,"about_ca_system_score_gemma":0.00006261606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002540538,"about_ca_topic_score_gemma":0.00004298343,"domain_scores_codex":[0.9992987,0.00001694254,0.0002617007,0.00009270853,0.0001184971,0.0002114396],"domain_scores_gemma":[0.9992511,0.0002652384,0.00006601385,0.0001153238,0.00008380593,0.0002184753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004017484,0.00001239485,0.0054143,0.0007808682,0.0002035614,0.0000112336,0.0005937534,0.01375805,0.9742196,0.002906301,0.001085162,0.001010785],"study_design_scores_gemma":[0.001888746,0.0001047569,0.08192796,0.00127957,0.0003447546,0.0009421335,0.0001608088,0.6159561,0.2824385,0.004330547,0.01046007,0.0001661195],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857715,0.005656597,0.007813828,0.00007863994,0.0002645565,0.00009117705,0.0002698198,0.00001405339,0.00003985652],"genre_scores_gemma":[0.9994609,0.0002253591,0.00008484466,0.000007190424,0.0001571774,0.00000248593,0.00003105307,0.00002105864,0.000009977683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6917811,"threshold_uncertainty_score":0.4270748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008827078850918142,"score_gpt":0.1766788095903459,"score_spread":0.1678517307394278,"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."}}