{"id":"W4400612757","doi":"10.31436/iiumej.v25i2.3364","title":"Editorial","year":2024,"lang":"en","type":"editorial","venue":"IIUM Engineering Journal","topic":"Text and Document Classification Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering; Islam; Library science; Management; Theology; Philosophy; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0004428976,0.0002935379,0.0002657557,0.0004779051,0.00008565802,0.001647453,0.002012569,0.0008139929,0.00001348707],"category_scores_gemma":[0.000716906,0.000259015,0.0001788301,0.0003502645,0.00001870639,0.0004859424,0.0003701793,0.002752228,0.0003040528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002305882,"about_ca_system_score_gemma":0.0003681511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001414965,"about_ca_topic_score_gemma":1.650755e-7,"domain_scores_codex":[0.9977967,0.0000128315,0.0003770863,0.0003560492,0.001091885,0.0003655032],"domain_scores_gemma":[0.9987558,0.0002387375,0.000142461,0.0005336116,0.0002129367,0.0001164324],"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":[9.748711e-7,0.000007029049,9.379266e-8,0.00003761103,0.00003717444,0.0000266818,0.00003172911,0.0001532997,0.00007140765,0.002746455,0.9947909,0.002096647],"study_design_scores_gemma":[0.000124536,0.00004485453,4.774768e-7,0.0001297745,0.00001584602,0.00002036174,0.000002669667,0.00264001,0.00006848557,0.001493008,0.9951808,0.0002791848],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[4.30913e-7,0.0009918441,0.1751201,0.0004379108,0.8221005,0.00004003459,0.000007123907,0.001129891,0.0001721334],"genre_scores_gemma":[0.00002757828,0.0003216425,0.009814687,0.000003808061,0.9884041,0.00001192279,0.000007483276,0.00004008427,0.001368694],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1663036,"threshold_uncertainty_score":0.9999862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004789427579921352,"score_gpt":0.2271997847652768,"score_spread":0.2224103571853554,"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."}}