{"id":"W4238174528","doi":"10.31436/iiumej.v18i2.915","title":"Editorial","year":2018,"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; 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":[0.001253451,0.0001893792,0.0002519446,0.0001654919,0.0005620806,0.0003127983,0.0004434632,0.0006586954,0.0003587583],"category_scores_gemma":[0.005521765,0.0001866868,0.0001328619,0.0001653193,0.0001111986,0.0001435509,0.00004150701,0.001267008,0.0001708267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003930044,"about_ca_system_score_gemma":0.001254548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001027148,"about_ca_topic_score_gemma":0.00004102942,"domain_scores_codex":[0.9977936,0.00006190224,0.0002775296,0.0001685212,0.001270013,0.0004284667],"domain_scores_gemma":[0.998291,0.0004738957,0.0001659036,0.0001313879,0.0007638588,0.0001739332],"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":[0.000003176024,0.00001040389,0.000002845566,0.000009096795,0.00004566096,0.000001589468,0.003475242,0.000008668649,0.000002981877,0.0001317177,0.9962009,0.000107746],"study_design_scores_gemma":[0.0001559576,0.00002763773,0.000003884097,0.00009188338,0.00002712329,9.411724e-7,0.0004047877,0.000003935705,0.000001206203,0.00008514931,0.9989912,0.0002063146],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001109665,0.0003776905,0.0001986465,0.0003649236,0.9898327,0.00005442653,0.00001066578,0.00009488587,0.009054949],"genre_scores_gemma":[0.00002969135,0.001263667,0.0003839429,0.000009568306,0.9904636,0.000005698014,0.000007435152,0.00003516412,0.00780125],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.004268315,"threshold_uncertainty_score":0.7612869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008149528470688805,"score_gpt":0.2983104371202651,"score_spread":0.2901609086495763,"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."}}