{"id":"W1860735029","doi":"10.2316/p.2011.736-064","title":"Retrofit Design Method for CO<sub>2</sub> Emission Reduction","year":2011,"lang":"en","type":"article","venue":"","topic":"Process Optimization and Integration","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Reduction (mathematics); Environmental science; Computer science; Materials science; Process engineering; Engineering; Mathematics","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":[0.0003943655,0.0001851005,0.000175545,0.000142085,0.00009939738,0.00003908074,0.0001224267,0.0001858297,0.0004294215],"category_scores_gemma":[0.0001214732,0.0001648489,0.00007125395,0.0002114083,0.00001487613,0.000393116,0.000009510711,0.0001065865,0.00005485522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008747884,"about_ca_system_score_gemma":0.00002866971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003526552,"about_ca_topic_score_gemma":0.000002091869,"domain_scores_codex":[0.9990462,0.00004342974,0.0003042666,0.0002345171,0.0001466045,0.0002249714],"domain_scores_gemma":[0.9994283,0.00003885228,0.00005736616,0.0001970892,0.0001760741,0.0001022755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001184029,0.00004853454,0.000008293211,0.0001021225,0.00004759707,5.28142e-7,0.0007208147,0.01812419,0.8374894,0.00534721,0.1036996,0.03429333],"study_design_scores_gemma":[0.0002250644,0.00006367922,0.00001828605,0.00001828696,0.00001670511,0.000005267971,0.00004281806,0.3802364,0.614005,0.000755667,0.004455159,0.0001576998],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0008901989,0.0001281946,0.9673998,0.00005298674,0.0004086234,0.0003925654,0.000004877191,0.0006202669,0.03010246],"genre_scores_gemma":[0.2294379,0.0003809196,0.7656314,0.0001048021,0.000229116,0.0001881613,0.0001019104,0.00009796965,0.003827773],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3621122,"threshold_uncertainty_score":0.6722342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04424657272115667,"score_gpt":0.271392090169933,"score_spread":0.2271455174487764,"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."}}