{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006249106,0.0003149342,0.0003245216,0.0003802001,0.0002374455,0.0007723468,0.0004370223,0.0002247189,0.001970872],"category_scores_gemma":[0.001146839,0.000222768,0.0006730898,0.0003117129,0.001000984,0.001008209,0.0005032471,0.000605526,0.0001577822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008908075,"about_ca_system_score_gemma":0.0006186674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001604326,"about_ca_topic_score_gemma":0.001121504,"domain_scores_codex":[0.9998316,0.00003566698,0.00001355636,0.00003784166,0.00005715691,0.00002406204],"domain_scores_gemma":[0.9996092,0.0001836869,0.00009586386,0.00005719594,0.00003529773,0.00001883934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003264101,0.000105625,0.003139313,0.00009135007,0.00001806498,0.00007226599,0.0000955724,0.8752972,0.03632519,0.05829025,0.0001629796,0.0260757],"study_design_scores_gemma":[0.00001845868,0.00005709777,0.0008971846,0.00000469538,0.00001132487,0.00001371709,0.00001904556,0.9630277,0.02623571,0.00901326,0.000686267,0.00001548483],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4027011,0.0002196802,0.586705,0.0001026405,0.00002466938,0.00009662489,0.0001822529,0.0004071001,0.009560899],"genre_scores_gemma":[0.9645621,0.0001496965,0.03334658,0.00001246432,0.000008480542,0.0000596429,0.0001098903,0.0000417942,0.001709456],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001970872,"threshold_uncertainty_score":0.006593168,"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."}}