{"id":"W2032083393","doi":"10.5539/mas.v4n10p107","title":"The Application for Controlling Theory and Methods in Intelligent Test System","year":2010,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Field (mathematics); Computer-aided; Test (biology); Control (management); Artificial intelligence; Programming language","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":[0.005297592,0.0000668307,0.00007685975,0.00007797897,0.0004917802,0.0001338859,0.0009821127,0.00004174427,1.456751e-7],"category_scores_gemma":[0.0001717042,0.00004652764,0.00001176799,0.0003205196,0.0003857072,0.0001111142,0.0001498807,0.0001573904,0.000002097923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004116652,"about_ca_system_score_gemma":0.0001449127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001960635,"about_ca_topic_score_gemma":0.0000103024,"domain_scores_codex":[0.9991226,0.00002226721,0.0001546888,0.0003554578,0.0001354504,0.0002095927],"domain_scores_gemma":[0.997927,0.001497163,0.00006924486,0.0004092903,0.00005643899,0.00004093094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001845724,0.00001143844,0.0000725542,0.00000252105,5.264401e-7,2.251445e-8,0.0001342155,0.00001567433,0.2145317,0.6515675,8.22829e-7,0.1336611],"study_design_scores_gemma":[0.00009749407,0.000009347375,0.0007491466,0.000003431728,0.000001413413,0.000003217097,0.0002195154,0.5872706,0.03916385,0.3717626,0.0006537228,0.00006571454],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006562263,0.0000582196,0.9909742,0.0008275544,0.0001695412,0.0004808948,4.300858e-7,0.00006781706,0.0008590934],"genre_scores_gemma":[0.7920189,0.000002711703,0.2074712,0.00005757364,0.00001586374,0.0004120661,1.428381e-7,0.000002206276,0.00001922933],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7854567,"threshold_uncertainty_score":0.3782426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01383156201218263,"score_gpt":0.3524123489588371,"score_spread":0.3385807869466545,"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."}}