{"id":"W2057211266","doi":"10.5539/ies.v2n2p31","title":"Moving Ahead for Academic Excellence through International Journal Publication","year":2009,"lang":"en","type":"article","venue":"International Education Studies","topic":"Education and Islamic Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Public relations; Political science; Publication; Internationalization; Higher education; Presentation (obstetrics); Sociology; Law; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008390131,0.000145857,0.0001647647,0.0002486449,0.0008122534,0.000262122,0.0007740029,0.00008755467,0.0002105661],"category_scores_gemma":[0.007312099,0.0001444663,0.0001121819,0.0002284106,0.000212624,0.001155375,0.00005209906,0.0002238742,0.00006654745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006892544,"about_ca_system_score_gemma":0.0008390639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000847116,"about_ca_topic_score_gemma":0.0000299052,"domain_scores_codex":[0.9982468,0.00008300044,0.0004936321,0.0002847944,0.0006259214,0.0002658271],"domain_scores_gemma":[0.991613,0.0003407359,0.0003793027,0.0001203111,0.007472768,0.00007390841],"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":[0.00003536469,0.0002784308,0.003510777,0.000005355695,0.0002565677,3.404038e-7,0.06899194,0.000005589924,0.0001281075,0.2397246,0.4631476,0.2239153],"study_design_scores_gemma":[0.0002546214,0.00002430014,0.003593614,0.00006942842,0.00001776521,0.000008865471,0.04763403,0.0000162961,0.0000630033,0.08170361,0.8664564,0.0001580731],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03488122,0.01080771,0.009597817,0.7344416,0.06419571,0.0007645569,0.00002135193,0.0002479409,0.1450421],"genre_scores_gemma":[0.8819023,0.02435186,0.01440799,0.01673765,0.01034055,0.0002889466,0.00007222255,0.00002022091,0.05187828],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.847021,"threshold_uncertainty_score":0.8753794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1384516754579116,"score_gpt":0.5037162747823989,"score_spread":0.3652645993244872,"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."}}