{"id":"W4382931899","doi":"10.31436/iiumej.v24i2.2893","title":"Editorial","year":2023,"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":"Islam; Engineering; Library science; Management; Theology; Philosophy","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"],"consensus_categories":[],"category_scores_codex":[0.000562248,0.0002755086,0.0002821052,0.0004770857,0.000125315,0.0009384358,0.00231946,0.0008170885,0.000008049052],"category_scores_gemma":[0.002315672,0.0002584698,0.0001563339,0.0004578636,0.00001856573,0.0004846103,0.0003687686,0.002082137,0.0003126329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000193635,"about_ca_system_score_gemma":0.0003042101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002386407,"about_ca_topic_score_gemma":3.234468e-7,"domain_scores_codex":[0.9976387,0.00001655464,0.0003881092,0.0003244461,0.001191109,0.0004411076],"domain_scores_gemma":[0.9981741,0.0006134214,0.0002270002,0.0005889105,0.0002675036,0.0001291178],"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":[0.000001148246,0.00000688534,2.842838e-7,0.00001653727,0.00002827261,0.0000181056,0.00002365871,0.0003792885,0.00005814636,0.0008855729,0.9968641,0.001718003],"study_design_scores_gemma":[0.0001972449,0.00004325423,0.00000307722,0.00006973156,0.000008271207,0.000005731329,0.000003442235,0.002121699,0.00004873274,0.0005455501,0.9966772,0.0002760628],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[5.474388e-7,0.00012482,0.176483,0.0003169833,0.8213573,0.00003856909,0.000006670395,0.001618035,0.00005405707],"genre_scores_gemma":[0.00001009819,0.0003262245,0.007586758,0.000002494135,0.9910069,0.00001429974,0.00001131042,0.00004707987,0.0009948566],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1696496,"threshold_uncertainty_score":0.9999868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006782703567458102,"score_gpt":0.2323717477040314,"score_spread":0.2255890441365733,"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."}}