{"id":"W7070534164","doi":"","title":"Pembangunan model ENi berasaskan aktiviti inkuiri bagi program latihan kemahiran kejuruteraan Institut Latihan Kemahiran Malaysia / Abdul Muqsith Ahmad","year":2018,"lang":"id","type":"other","venue":"University of Malaya Students Repository","topic":"QR Code Applications and Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General education; Islamic education; Computer aided learning","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","open_science"],"consensus_categories":[],"category_scores_codex":[0.0003829581,0.001250538,0.001448324,0.001142787,0.001179708,0.0005374766,0.006653907,0.001252224,0.0003472999],"category_scores_gemma":[0.00002337917,0.001442658,0.0006694088,0.001142754,0.001925813,0.0008618424,0.003684815,0.0008839008,0.0004068835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005322017,"about_ca_system_score_gemma":0.0005169519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009979212,"about_ca_topic_score_gemma":0.0007585221,"domain_scores_codex":[0.9935661,0.0002594922,0.0008947316,0.002323659,0.00180461,0.00115141],"domain_scores_gemma":[0.9942542,0.00008254193,0.001411273,0.003270951,0.0005448301,0.0004361728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001104758,0.02712974,0.5791962,0.004614168,0.01114839,0.003848502,0.04492876,0.003118396,0.0100666,0.05253127,0.06755995,0.1947533],"study_design_scores_gemma":[0.01408685,0.006239695,0.2046814,0.006741184,0.003062885,0.0004095602,0.006232134,0.09117448,0.005788891,0.001558427,0.6490722,0.01095234],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6977159,0.0004515302,0.02039467,0.0003027478,0.001122142,0.003935718,0.0001002079,0.001859182,0.2741179],"genre_scores_gemma":[0.6792933,0.0002959429,0.03539896,0.00005284786,0.0002651415,0.00002543752,0.00006504029,0.000186349,0.284417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5815122,"threshold_uncertainty_score":0.9988022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0101096101430643,"score_gpt":0.2313760708259477,"score_spread":0.2212664606828834,"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."}}