{"id":"W2797349634","doi":"10.3968/10198","title":"Primary Exploration of Government-Sponsored Oversea Education Italian Examination Item Bank Building","year":2018,"lang":"en","type":"article","venue":"Canadian social science","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Credibility; Government (linguistics); Quality (philosophy); Test (biology); Process (computing); Political science; Accounting; Business; Public administration; Public relations; Computer science; Linguistics; Law","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":[0.0006496837,0.00006947737,0.00007047646,0.0001857038,0.0005512523,0.00008571985,0.0007178192,0.00006012004,0.00001942359],"category_scores_gemma":[0.0001498713,0.00007944729,0.00002082846,0.001170338,0.0005088107,0.001704285,0.00006508018,0.00006223722,0.00001194219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00127803,"about_ca_system_score_gemma":0.002079024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007884371,"about_ca_topic_score_gemma":0.001098035,"domain_scores_codex":[0.9988196,0.00004027278,0.0001438754,0.0002829707,0.0004645358,0.0002486783],"domain_scores_gemma":[0.9992816,0.00003549302,0.0001181482,0.0002047399,0.0002222152,0.0001377488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000001120789,0.00003709846,0.003224994,0.000005348768,0.00000254002,3.937528e-7,0.001366387,1.844338e-7,0.01157559,0.8470693,0.001121994,0.1355951],"study_design_scores_gemma":[0.0003489119,0.0003418626,0.8253492,0.00009757,0.00001732772,0.000008517326,0.01029934,0.001614837,0.06786375,0.03708205,0.0562526,0.0007239932],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7096223,0.00004301048,0.05358488,0.007571314,0.002666999,0.0004744419,0.00002776592,0.0001113802,0.2258979],"genre_scores_gemma":[0.9902158,0.000001692724,0.008851799,0.0003987175,0.000151292,0.00001927554,0.00000345522,0.000003023049,0.0003549885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8221242,"threshold_uncertainty_score":0.4239843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01853457562916154,"score_gpt":0.2863731962834865,"score_spread":0.267838620654325,"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."}}