{"id":"W1555810700","doi":"10.1002/9781119968962.ch17","title":"Modeling and Control of Industrial Off‐gas Systems","year":2012,"lang":"en","type":"other","venue":"","topic":"Process Optimization and Integration","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Control (management); Environmental science; Computer science; Artificial intelligence","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":[0.00003813333,0.00008688154,0.0001627273,0.00008849851,0.000004114857,0.00001151192,0.00003079787,0.0002199463,0.0004237859],"category_scores_gemma":[0.000008320645,0.00007279533,0.00001265162,0.0000298845,0.000005862252,0.00003788547,0.000002940245,0.0000714542,0.000007176592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008129368,"about_ca_system_score_gemma":0.000006922128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007246129,"about_ca_topic_score_gemma":0.000008381314,"domain_scores_codex":[0.9996983,0.000005767374,0.0001276277,0.00004856491,0.00005568883,0.00006404503],"domain_scores_gemma":[0.9998667,0.000004331337,0.00002517827,0.00005866865,0.00001751273,0.0000276608],"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":[0.000008898603,0.0000154402,0.00005358354,0.0003971291,0.0001963981,1.514525e-7,0.00006833355,0.8081372,0.0001224891,0.005229214,0.1746633,0.01110788],"study_design_scores_gemma":[0.0002824414,0.000003893195,2.490699e-8,0.0001001349,0.00001745333,4.954046e-7,0.00001705846,0.9512963,0.0000268947,0.00000201374,0.04817975,0.00007355908],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.000009057211,0.00557406,0.4852404,0.00000413957,0.0004135245,0.0001436365,0.00001781678,0.0001856818,0.5084116],"genre_scores_gemma":[0.7283979,0.002144942,0.0009124153,0.00002380385,0.001218365,0.00003633127,0.00007162941,0.0004838639,0.2667108],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7283888,"threshold_uncertainty_score":0.4640158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0184730720681228,"score_gpt":0.2017286814278026,"score_spread":0.1832556093596798,"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."}}