{"id":"W2899804197","doi":"","title":"Beasiswa 5 Benua : 100 Kiat Berburu Beasiswa Luar Negeri","year":2014,"lang":"id","type":"article","venue":"","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; George (robot); Humanities; Library science; Political science; Management; Art; Art history; Law; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001871086,0.0005174712,0.0005943676,0.0002453218,0.0003987137,0.0004476195,0.001798046,0.0002888303,0.0007808905],"category_scores_gemma":[0.0009514496,0.000476245,0.0003225219,0.0008245,0.0002048715,0.0006784343,0.0005561914,0.0004741158,0.002352957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001346569,"about_ca_system_score_gemma":0.0006826093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002545,"about_ca_topic_score_gemma":0.00009603296,"domain_scores_codex":[0.9954665,0.000685452,0.0007125248,0.001186058,0.000931445,0.001018023],"domain_scores_gemma":[0.9953965,0.001299088,0.0002857482,0.001712603,0.0004010562,0.0009050202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002965821,0.001249596,0.004065251,0.0002270984,0.0001830571,0.00001560732,0.005756931,0.00004689878,0.002232949,0.2843743,0.1163056,0.5855131],"study_design_scores_gemma":[0.0008932693,0.0004836843,0.01973591,0.0001895609,0.0001216391,0.00003850884,0.0004664491,0.01028778,0.005368148,0.01623957,0.9450635,0.001111924],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1317254,0.003762866,0.5606167,0.07732331,0.03030058,0.001452244,0.00002930488,0.0007534102,0.1940361],"genre_scores_gemma":[0.08518866,0.0005210526,0.8211542,0.01666321,0.004885636,0.0001190247,0.00003000712,0.0001000501,0.07133815],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.828758,"threshold_uncertainty_score":0.9997689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03173175863950459,"score_gpt":0.3097896283554574,"score_spread":0.2780578697159528,"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."}}