{"id":"W1982649005","doi":"10.1002/aic.12125","title":"Extents of reaction and flow for homogeneous reaction systems with inlet and outlet streams","year":2010,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Process Optimization and Integration","field":"Engineering","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Inlet; Homogeneous; Flow (mathematics); STREAMS; Mechanics; Chemistry; Chemical reaction engineering; Chemical reactor; Thermodynamics; Catalysis; Computer science; Physics; Mechanical engineering; Engineering; Organic chemistry","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":[0.000108502,0.00006151335,0.00008287679,0.00005887615,0.00004806684,0.00004119565,0.00002113057,0.00005764229,0.000002392023],"category_scores_gemma":[0.00002719881,0.00004773591,0.00001024019,0.00003839193,0.00001379655,0.0002173359,0.00000245087,0.0001443157,3.320131e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001303695,"about_ca_system_score_gemma":0.000009939286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006645631,"about_ca_topic_score_gemma":0.0000286351,"domain_scores_codex":[0.9996757,0.000005947939,0.0001311799,0.00005245026,0.00007039392,0.00006435009],"domain_scores_gemma":[0.9997177,0.00001484556,0.00006533138,0.00004588635,0.000110507,0.00004576],"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":[0.0002701829,0.00007388344,0.005866876,0.0004126845,0.0002220151,0.000005173526,0.001353456,0.03623894,0.8145665,0.0003498878,0.002355816,0.1382846],"study_design_scores_gemma":[0.00143201,0.0003257752,0.004732524,0.0001298131,0.00007878842,0.001393665,0.0006225096,0.9671804,0.01850714,0.000144553,0.005229989,0.0002227873],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9430273,0.0003494043,0.05568603,0.00003358085,0.0004301175,0.0001235308,0.000008293328,0.00003263615,0.0003091622],"genre_scores_gemma":[0.9954879,0.0004437582,0.003861242,0.000006712565,0.0001121055,0.000006060499,0.000008119368,0.0000125716,0.0000615323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9309415,"threshold_uncertainty_score":0.1946614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005476350408080644,"score_gpt":0.1986020977106544,"score_spread":0.1931257473025738,"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."}}