{"id":"W2003269858","doi":"10.2118/173234-ms","title":"Analysis of Narrow-Boiling Behavior for Thermal Compositional Simulation","year":2015,"lang":"en","type":"article","venue":"","topic":"Phase Equilibria and Thermodynamics","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Boiling; Thermal; Computer science; Mechanics; Thermodynamics; Materials science; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005481787,0.0004433733,0.0004140869,0.0005058665,0.0003363337,0.0005543425,0.0005497325,0.0004711409,0.002637699],"category_scores_gemma":[0.002740844,0.000154422,0.0003799282,0.0001955581,0.0005983673,0.000507056,0.0007134604,0.0005926334,0.0002360788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004350927,"about_ca_system_score_gemma":0.0006587172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003971085,"about_ca_topic_score_gemma":0.002179679,"domain_scores_codex":[0.9998214,0.00004902561,0.000008196754,0.00001972512,0.00006151049,0.00004020464],"domain_scores_gemma":[0.999166,0.0004481924,0.00008377462,0.00007684738,0.0001789385,0.00004638335],"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":[0.00007550105,0.00005881569,0.002833784,0.00007831857,0.00002107132,0.0001024169,0.00007836206,0.9539769,0.02112597,0.01294694,0.0003305374,0.008371384],"study_design_scores_gemma":[9.672973e-7,0.00000566373,0.00009701872,0.000002018566,8.653639e-7,0.000002536603,0.000004418968,0.9982209,0.001013512,0.000560542,0.00009049394,0.000001169149],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.482329,0.0002085123,0.4970458,0.0004239973,0.00004390079,0.0001486966,0.0003930882,0.001203936,0.01820294],"genre_scores_gemma":[0.9722281,0.00005501019,0.02579644,0.00004770611,0.00000954235,0.0000779378,0.0002367373,0.0001645568,0.001384115],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003971085,"threshold_uncertainty_score":0.008823931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.034620143017436,"score_gpt":0.2901707046593621,"score_spread":0.2555505616419261,"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."}}