{"id":"W4248697365","doi":"10.1002/cjce.5450830514","title":"2004 Best Paper Award","year":2008,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Process Optimization and Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002445496,0.001073315,0.00144045,0.002450915,0.00187662,0.007859997,0.002305088,0.004944663,0.6101885],"category_scores_gemma":[0.007150659,0.000431665,0.0008787413,0.002035062,0.0006257235,0.002075928,0.002570621,0.002625454,0.5407704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003946385,"about_ca_system_score_gemma":0.00939816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00604154,"about_ca_topic_score_gemma":0.01643366,"domain_scores_codex":[0.9972579,0.000168146,0.0001330184,0.0003493961,0.001631771,0.000459825],"domain_scores_gemma":[0.9857864,0.0003253788,0.0001793933,0.0005506455,0.007996639,0.005161399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004473878,0.00004153906,0.00008270433,0.00004703982,0.000006868233,0.00005058504,0.000006333374,0.00004696773,0.0001804377,0.002062716,0.9619489,0.03548112],"study_design_scores_gemma":[0.00001394086,0.00001835631,0.0002722983,0.00002816858,0.00000368052,0.00003849987,0.00001850278,0.00007399349,0.00009000263,0.0006683221,0.998769,0.000005304034],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001062607,0.00315827,0.001758759,0.06031841,0.09459131,0.0003933492,0.005785105,0.001075585,0.8318565],"genre_scores_gemma":[0.002150643,0.001175674,0.0005830253,0.002682479,0.003133974,0.00004585657,0.001971523,0.000184976,0.9880718],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6101885,"threshold_uncertainty_score":0.5560188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00788812160013217,"score_gpt":0.1703858769516695,"score_spread":0.1624977553515373,"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."}}