{"id":"W3160001021","doi":"10.1002/cjce.24086","title":"Special issue in honour of Professor Jamal Chaouki","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Process Optimization and Integration","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Honour; Library science; Citation; Operations research; Political science; Engineering; Computer science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001266129,0.00007026067,0.0001418589,0.0001023149,0.00001275992,0.00001850131,0.0001304065,0.00006080398,0.0001967937],"category_scores_gemma":[0.0002126142,0.00006004018,0.00004189355,0.0002225167,0.00001587045,0.00009402024,0.000004616833,0.0002606937,0.000002623247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000118442,"about_ca_system_score_gemma":0.0002139816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005387533,"about_ca_topic_score_gemma":0.0003141169,"domain_scores_codex":[0.9994624,0.000006838549,0.0002622776,0.00003662843,0.00008775746,0.0001440569],"domain_scores_gemma":[0.9996493,0.00002389279,0.00003518387,0.00006117026,0.000109363,0.000121088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001286035,0.00001634171,0.0001574101,0.0001801937,0.00006826969,0.0001186442,0.002453019,0.8629263,0.1190309,0.001799535,0.008249646,0.004986895],"study_design_scores_gemma":[0.0005666057,0.00001562452,0.0002431887,0.000331277,0.00001776678,0.0001855064,0.0001404972,0.1426797,0.8344877,0.0001138407,0.02100881,0.0002094119],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979848,0.001824692,0.003916358,0.002463288,0.002777119,0.0001410781,0.00001574016,0.00003692724,0.008976785],"genre_scores_gemma":[0.9979408,0.00001299178,0.0006751486,0.00003105856,0.001261574,0.000001115556,0.000002209047,0.00001449094,0.00006055852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7202466,"threshold_uncertainty_score":0.2448367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005930581234158996,"score_gpt":0.1862824050700543,"score_spread":0.1803518238358953,"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."}}