{"id":"W4238938492","doi":"10.31436/iiumej.v22i2.2108","title":"Editorial","year":2021,"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; Malay; Engineering; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003222526,0.001822637,0.001458749,0.003407656,0.002292696,0.009491924,0.002410454,0.003676837,0.3972975],"category_scores_gemma":[0.02479713,0.0006010074,0.001179053,0.001589251,0.001093452,0.004274454,0.002214499,0.005084956,0.3078038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002192638,"about_ca_system_score_gemma":0.005155804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00132958,"about_ca_topic_score_gemma":0.002041618,"domain_scores_codex":[0.9961764,0.0005280636,0.0003753174,0.0006917795,0.001851515,0.0003770661],"domain_scores_gemma":[0.9801072,0.002065262,0.001010081,0.001342117,0.01198901,0.003486357],"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":[0.00001550059,0.000004341025,0.00003260849,0.00009869927,0.000002657842,0.00004533177,0.00001154114,0.000009084987,0.00003364376,0.0004770805,0.9859251,0.01334445],"study_design_scores_gemma":[0.00001009873,0.000007139151,0.00008403249,0.0001730849,0.000004089069,0.000103308,0.00003747057,0.00001990049,0.00005206606,0.0004584786,0.9990458,0.000004469148],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0002987238,0.01398943,0.0007881434,0.06023375,0.74299,0.0002114293,0.001559878,0.0009638474,0.1789648],"genre_scores_gemma":[0.004400162,0.01795677,0.001009503,0.03331586,0.3829787,0.0001870332,0.002243815,0.0008110937,0.5570971],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.6027025,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00472315591617843,"score_gpt":0.2193780423308455,"score_spread":0.214654886414667,"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."}}