{"id":"W4248697365","doi":"10.1002/cjce.5450830514","title":"2004 Best Paper Award","year":2008,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Process Optimization and Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006069946,0.00008017661,0.00009812144,0.00007729167,0.00004171085,0.00002119082,0.0001604031,0.00005311228,0.00008366313],"category_scores_gemma":[0.00008698835,0.00006129782,0.00004800201,0.0001295027,0.0000285822,0.0001568715,0.000002258007,0.0002567508,0.00001411065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001399113,"about_ca_system_score_gemma":0.0001353732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001163556,"about_ca_topic_score_gemma":0.00006478782,"domain_scores_codex":[0.9995309,0.000002414851,0.0001824442,0.00003182975,0.00009312296,0.0001592912],"domain_scores_gemma":[0.9995843,0.00001690145,0.00002154346,0.00007042017,0.00007744917,0.0002293464],"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":[0.000001992159,0.000002985257,0.00005582163,0.00001811575,0.00003655715,0.00003417092,0.000389873,0.9605205,0.03002458,0.0003516036,0.008044433,0.0005193459],"study_design_scores_gemma":[0.000891727,0.00005894185,0.0001881555,0.0002609126,0.00006249761,0.002213938,0.00004833075,0.5444556,0.3314896,0.0002200597,0.1194173,0.0006929919],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9162537,0.008808151,0.05828035,0.003239735,0.002467797,0.0002009679,0.00001641984,0.0002235929,0.01050925],"genre_scores_gemma":[0.9988636,0.00002464749,0.0007588951,0.00008963743,0.0001863413,0.000001089307,0.000001290188,0.00001889565,0.00005558658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.416065,"threshold_uncertainty_score":0.2499653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00788812160013217,"score_gpt":0.1703858769516695,"score_spread":0.1624977553515373,"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."}}