{"id":"W4396623588","doi":"10.1002/cjce.24991","title":"Issue Highlights","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Nuclear Structure and Function","field":"Biochemistry, Genetics and Molecular Biology","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":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":[0.00006232905,0.00004927843,0.00004648546,0.00003407083,0.00001917019,0.00003654981,0.00009939605,0.00005386957,0.00004086523],"category_scores_gemma":[0.00003147999,0.00003293672,0.00005159877,0.00004934405,0.0000180928,0.000002580142,0.000005407285,0.0001211782,0.000009188521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002227158,"about_ca_system_score_gemma":0.0001108172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007679134,"about_ca_topic_score_gemma":0.00004139511,"domain_scores_codex":[0.999724,0.000003067026,0.00008244369,0.00004616673,0.0000457395,0.00009855851],"domain_scores_gemma":[0.9997712,0.000005322698,0.00001168906,0.00006789184,0.00002481473,0.0001190961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005080282,6.201325e-7,0.000005910698,0.00001363295,0.00005035353,0.00002667552,0.00005695259,0.0005336214,0.9810718,0.001044695,0.01574584,0.001444819],"study_design_scores_gemma":[0.00004601422,0.00002734381,0.00002550365,0.00002496879,0.00001524539,0.0002441095,0.000002596555,0.0004035953,0.3529897,0.00007473419,0.6460893,0.00005687247],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988369,0.004659095,0.0007037892,0.00306989,0.002185225,0.00003838837,0.000004039423,0.00001009732,0.0009604183],"genre_scores_gemma":[0.998365,0.000005707736,0.0001578057,0.0000912871,0.001204871,2.453078e-7,0.000002001312,0.00001139162,0.000161684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6303434,"threshold_uncertainty_score":0.1343121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002889156293722397,"score_gpt":0.1743272229525853,"score_spread":0.171438066658863,"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."}}