{"id":"W4404605532","doi":"10.1002/cjce.25565","title":"Top 15 articles published in the <scp> <i>CJCE</i> </scp> in 2024","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Library science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.007487318,0.0001205938,0.0002268904,0.0005563743,0.0000431556,0.002692426,0.002702298,0.000121956,0.00009373119],"category_scores_gemma":[0.01347472,0.00006289651,0.0001021906,0.002228399,0.00007512981,0.001295278,0.00005731587,0.001600877,0.00002464872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001843073,"about_ca_system_score_gemma":0.0005963588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001955526,"about_ca_topic_score_gemma":0.001705671,"domain_scores_codex":[0.9977998,0.00008346469,0.0007088621,0.0001766312,0.0008051615,0.0004261416],"domain_scores_gemma":[0.9966788,0.002543487,0.00008738244,0.0002790028,0.0000971816,0.0003141677],"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":[0.000008022094,0.00003586363,0.0210602,0.00005528867,0.00008478122,0.001491688,0.02874994,0.03975288,0.01344636,0.01861869,0.837421,0.0392753],"study_design_scores_gemma":[0.001137655,0.00006365834,0.008535592,0.001177218,0.00006192295,0.001946741,0.007376202,0.112835,0.02794375,0.09224085,0.7462865,0.0003948643],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762462,0.002714307,0.0001312843,0.01573908,0.0009562367,0.00007449402,0.000005023696,0.000009618491,0.004123753],"genre_scores_gemma":[0.9985492,0.000004663956,0.0000637068,0.0006439792,0.0003805449,0.000003043986,4.157147e-7,0.00001168807,0.0003427614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09113449,"threshold_uncertainty_score":0.9983429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02951173883015417,"score_gpt":0.2888645073233135,"score_spread":0.2593527684931593,"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."}}