{"id":"W4407093524","doi":"10.1002/cjce.25323","title":"Issue Highlights","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Metaheuristic Optimization Algorithms Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000325516,0.00005996091,0.000105986,0.000211208,0.00005069665,0.0001420182,0.0009980592,0.00003496134,0.00003929923],"category_scores_gemma":[0.0004251145,0.0000424982,0.00004257969,0.0004604452,0.00002978607,0.0001070673,0.00003621213,0.0002414273,0.000009480304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001205466,"about_ca_system_score_gemma":0.0006022244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001771678,"about_ca_topic_score_gemma":0.00001610362,"domain_scores_codex":[0.9993529,0.00001533462,0.0001970069,0.00006459929,0.0001721261,0.0001980619],"domain_scores_gemma":[0.999211,0.0001180801,0.00003756489,0.0002107748,0.0001655896,0.0002570638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001013255,0.00003515136,0.00007881477,0.0001373262,0.0003732584,0.000506183,0.001394116,0.2036215,0.03697459,0.6457472,0.07397086,0.03715086],"study_design_scores_gemma":[0.0003411403,0.00001653971,0.00006915114,0.0001005498,0.00001375021,0.0001158676,0.000003235007,0.7606301,0.07458788,0.001852307,0.1621145,0.0001550063],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003211794,0.0007181754,0.9667483,0.02536782,0.001387365,0.00008036297,9.82384e-7,0.00002645854,0.002458772],"genre_scores_gemma":[0.9309968,0.000005232013,0.06736132,0.0004077749,0.0002460559,0.000001825986,3.038859e-7,0.00000881774,0.000971843],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.927785,"threshold_uncertainty_score":0.1854659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008186961107944415,"score_gpt":0.2266853418426667,"score_spread":0.2184983807347223,"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."}}