{"id":"W4206761487","doi":"10.31436/iiumej.v21i2.1508","title":"Editorial","year":2020,"lang":"en","type":"editorial","venue":"IIUM Engineering Journal","topic":"Education and Islamic Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering; Library science; Management; 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":[],"consensus_categories":[],"category_scores_codex":[0.0006531293,0.0001871518,0.0002802875,0.0001076985,0.0004069055,0.000302466,0.000424246,0.000533609,0.0001764204],"category_scores_gemma":[0.006479578,0.0001902581,0.0001468928,0.0001877423,0.00005426877,0.0001281416,0.00004326895,0.001773089,0.0001177875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003208906,"about_ca_system_score_gemma":0.001303633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007122314,"about_ca_topic_score_gemma":0.0000158918,"domain_scores_codex":[0.9978797,0.0000596598,0.0002727823,0.0001675724,0.001259503,0.0003607299],"domain_scores_gemma":[0.998637,0.000483666,0.0001496454,0.00009009253,0.0004050077,0.0002345916],"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":[0.000003533316,0.000007734269,0.000003104296,0.0000139581,0.00004894658,0.000004046168,0.004480602,0.00002965212,0.00000487193,0.0002095055,0.9950523,0.0001417807],"study_design_scores_gemma":[0.0001625141,0.00002123668,0.000003699469,0.00006447727,0.00002931071,6.685439e-7,0.0005447333,0.000006660327,8.783709e-7,0.00005377169,0.9989111,0.0002009595],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.000002839561,0.0005036029,0.0002079181,0.001713282,0.991321,0.00005728464,0.00001303523,0.0001146499,0.006066429],"genre_scores_gemma":[0.0000472919,0.001292661,0.0003329677,0.00002312481,0.9958213,0.000005564359,0.000009608186,0.00003581996,0.002431646],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.005826449,"threshold_uncertainty_score":0.7758498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009347715272730815,"score_gpt":0.2887389218924959,"score_spread":0.2793912066197651,"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."}}