{"id":"W4392737599","doi":"10.1002/cjce.24985","title":"Issue Highlights","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Molecular Biology Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002296956,0.0009199629,0.0006560035,0.001491803,0.001676707,0.006457414,0.00174479,0.005587113,0.4086678],"category_scores_gemma":[0.009030852,0.000356664,0.0009624867,0.0009956942,0.0006658955,0.001827376,0.002294366,0.004365143,0.2133132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00198212,"about_ca_system_score_gemma":0.006563991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004510332,"about_ca_topic_score_gemma":0.01161129,"domain_scores_codex":[0.9980283,0.0001670543,0.0000670763,0.0001907341,0.001170118,0.0003766566],"domain_scores_gemma":[0.9934279,0.000580822,0.0002937492,0.0002850574,0.002758927,0.002653531],"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":[0.00001145447,0.00000719512,0.0000353711,0.00004195482,0.000001362161,0.00002306739,0.000003752535,0.00000589153,0.00004080491,0.0004481307,0.9898847,0.009496242],"study_design_scores_gemma":[0.0000083343,0.000007298871,0.0001966594,0.00003770912,0.000001839517,0.0000296836,0.00001436199,0.000008600394,0.00003309317,0.0003106938,0.9993493,0.000002306431],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0005654869,0.008625422,0.0005587016,0.1550603,0.4489254,0.0003054757,0.003009431,0.0006569417,0.3822928],"genre_scores_gemma":[0.003290149,0.005737308,0.0003704108,0.06487331,0.1231395,0.0001521184,0.001992931,0.0002937768,0.8001505],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.5913322,"threshold_uncertainty_score":0.8434637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003910611603418059,"score_gpt":0.2088932654543288,"score_spread":0.2049826538509107,"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."}}