{"id":"W4410554785","doi":"10.1002/cjce.25766","title":"Conversations in Chemical Engineering","year":2025,"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":"University of Alberta","funders":"","keywords":"Engineering; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01928531,0.0008199774,0.0008727766,0.001382778,0.01128159,0.01148401,0.001593009,0.008624668,0.08625915],"category_scores_gemma":[0.04798018,0.0004927687,0.0006196771,0.001561424,0.01054827,0.01439439,0.009320645,0.01142824,0.03748139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006890173,"about_ca_system_score_gemma":0.009796704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002733551,"about_ca_topic_score_gemma":0.005403767,"domain_scores_codex":[0.977644,0.01378387,0.000614738,0.001434958,0.005065738,0.001456677],"domain_scores_gemma":[0.9718863,0.0160405,0.0007763578,0.002089532,0.004594509,0.004612907],"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":[0.00004009993,0.00002752133,0.0001484621,0.0003052265,0.00001080893,0.0001722551,0.01035514,0.00008400342,0.0004752129,0.3171827,0.6341965,0.03700199],"study_design_scores_gemma":[0.000002127057,0.000004162327,0.00005233762,0.0001290824,0.000001205998,0.00004143983,0.001484719,0.00002632318,0.0001215109,0.0227553,0.975376,0.000005755565],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001928582,0.04655261,0.008437691,0.5468318,0.02715311,0.00005637114,0.0003379484,0.0004545718,0.3682474],"genre_scores_gemma":[0.1400531,0.04820454,0.008931114,0.1710072,0.01288986,0.0002775819,0.0003681981,0.001903776,0.6163645],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08625915,"threshold_uncertainty_score":0.2885656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004117244634572238,"score_gpt":0.174138926253569,"score_spread":0.1700216816189968,"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."}}