{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003057173,0.001775365,0.001446754,0.003178407,0.00223693,0.009474734,0.002402245,0.00368954,0.4452598],"category_scores_gemma":[0.02341124,0.0005956028,0.001165763,0.001537476,0.001036981,0.004221713,0.002294511,0.004994425,0.3587389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002081474,"about_ca_system_score_gemma":0.004982792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00130205,"about_ca_topic_score_gemma":0.001947797,"domain_scores_codex":[0.9962218,0.000511647,0.0003667644,0.0006992936,0.00182756,0.0003729692],"domain_scores_gemma":[0.9820887,0.001840985,0.0008895115,0.001236717,0.01063112,0.00331286],"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":[0.00001553793,0.000004729964,0.00003219692,0.00009450415,0.000002540944,0.00004463251,0.00001082431,0.000009053267,0.00003437974,0.0004834442,0.9849809,0.01428723],"study_design_scores_gemma":[0.000009868801,0.000007244751,0.00008217091,0.0001481444,0.000003595731,0.00009500836,0.00003518821,0.00001849882,0.00004711681,0.000430318,0.9991187,0.000004102485],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0002997621,0.01359164,0.0008397552,0.06063914,0.7099949,0.0002324542,0.001653877,0.001075181,0.2116733],"genre_scores_gemma":[0.004007511,0.01599865,0.000975903,0.03215539,0.3181333,0.000191271,0.002207257,0.0007973776,0.6255333],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.4452598,"threshold_uncertainty_score":0,"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."}}