{"id":"W1944583943","doi":"10.24908/pceea.v0i0.3824","title":"AN OVERVIEW OF CHEMICAL PROCESS DESIGN ENGINEERING","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Process design; Product design; Engineering design process; Process (computing); Computer science; Parallels; Design process; Product (mathematics); Biochemical engineering; Process engineering; Systems engineering; Engineering; Process integration; Mechanical engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.001820633,0.00169302,0.001058207,0.004133968,0.001145186,0.003767641,0.001744048,0.002569709,0.01102229],"category_scores_gemma":[0.001874037,0.001086842,0.00113871,0.007340943,0.001504526,0.003830134,0.001709228,0.002818691,0.008580616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002827293,"about_ca_system_score_gemma":0.003835587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003460902,"about_ca_topic_score_gemma":0.004312253,"domain_scores_codex":[0.9977871,0.0002960521,0.0001915684,0.0002341069,0.001343281,0.0001478488],"domain_scores_gemma":[0.998906,0.0003999355,0.00006633207,0.0001172971,0.0004393976,0.00007099262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004855562,0.0001688329,0.0003524163,0.00547568,0.00003653539,0.0001737357,0.0001738626,0.01304942,0.004152703,0.1803913,0.04765357,0.7483233],"study_design_scores_gemma":[0.000006060745,0.00004216349,0.0001673417,0.0006721333,0.000007346943,0.0002175764,0.00003649997,0.002775036,0.0009582366,0.03588243,0.9592119,0.00002347502],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001425824,0.5429314,0.2918576,0.005476603,0.002881219,0.0003547972,0.0004822113,0.001216403,0.1533738],"genre_scores_gemma":[0.02312894,0.6478658,0.2578737,0.002501736,0.00226856,0.0005216016,0.001149567,0.0004360182,0.0642541],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01102229,"threshold_uncertainty_score":0.03687328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01784991763223106,"score_gpt":0.2141945300959973,"score_spread":0.1963446124637662,"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."}}