{"id":"W4409453520","doi":"10.1002/cjce.25327","title":"Issue Highlights","year":2025,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001635358,0.0009208758,0.0007510007,0.001930825,0.00204094,0.007906214,0.002362596,0.004315835,0.6967978],"category_scores_gemma":[0.008341614,0.0003813757,0.0008378868,0.00171237,0.0007373766,0.004646179,0.003569473,0.00288817,0.4763454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001785786,"about_ca_system_score_gemma":0.0035794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001507769,"about_ca_topic_score_gemma":0.002224239,"domain_scores_codex":[0.9981595,0.0002581392,0.0001176727,0.0003665744,0.0008591514,0.0002390341],"domain_scores_gemma":[0.9956999,0.0005602723,0.0002491861,0.0005304949,0.001751067,0.001209175],"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":[0.00003584485,0.00003012604,0.0001712225,0.000177656,0.00000435868,0.0001252617,0.00006168266,0.00003973423,0.0002325977,0.00482067,0.923499,0.07080191],"study_design_scores_gemma":[0.000003535887,0.000006952268,0.0001037791,0.00006020047,0.000001512011,0.00007231162,0.0000396497,0.00002066191,0.00005648406,0.0007693371,0.9988632,0.000002336731],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001088157,0.00588635,0.003255875,0.03768912,0.07094513,0.0004571117,0.00472586,0.002575919,0.8733765],"genre_scores_gemma":[0.006686161,0.005483272,0.001814552,0.01279369,0.01863181,0.0002189126,0.004316845,0.001076369,0.9489785],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3032022,"threshold_uncertainty_score":0.4324811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002205861218829038,"score_gpt":0.1731949438951616,"score_spread":0.1709890826763325,"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."}}