{"id":"W4415896740","doi":"10.1002/cjce.70157","title":"Celebrating open access articles at <scp>CJCE</scp> : The 20 top‐read articles of 2025","year":2025,"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":"Confidentiality; Public access; The Internet; Government (linguistics)","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":["scholarly_communication","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00329343,0.001070214,0.001067463,0.004510853,0.005277688,0.01487199,0.001909738,0.006257593,0.7231665],"category_scores_gemma":[0.02558445,0.0006172924,0.001201955,0.00401764,0.001449057,0.003654097,0.003960092,0.003635786,0.5363334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00369815,"about_ca_system_score_gemma":0.008508266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01121979,"about_ca_topic_score_gemma":0.03610407,"domain_scores_codex":[0.9953556,0.0001951908,0.0001945946,0.0002504431,0.003128383,0.0008758551],"domain_scores_gemma":[0.9692168,0.002683454,0.001128221,0.001529727,0.01452063,0.01092108],"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":[0.00002109242,0.00001772155,0.00004253437,0.00006734952,0.000002232239,0.00003215164,0.000006160464,0.000009515869,0.0001775736,0.0006140209,0.9915085,0.007501119],"study_design_scores_gemma":[0.00001371817,0.00001535009,0.0004607242,0.00007955162,0.000002963322,0.0000372643,0.00003826036,0.00004971353,0.0003381427,0.0005526661,0.9983969,0.0000148069],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001439771,0.003684072,0.001356866,0.03443521,0.146421,0.0005141185,0.01543384,0.004223296,0.7924919],"genre_scores_gemma":[0.003840724,0.001618651,0.001056302,0.00891787,0.01516102,0.0001092415,0.004163085,0.001519773,0.9636134],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.9980903,"threshold_uncertainty_score":0.3948694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06967943523588582,"score_gpt":0.3543880196804868,"score_spread":0.284708584444601,"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."}}