{"id":"W2356370409","doi":"","title":"Design and Realization of a General Automtion Examination System","year":2007,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Realization (probability); Generalization; Set (abstract data type); Process (computing); Test (biology); Software engineering; Programming language; Statistics","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":[0.0005168077,0.00006973863,0.00007777922,0.0001694174,0.0001044429,0.00002712479,0.0002553223,0.00006507984,6.329104e-7],"category_scores_gemma":[4.249508e-7,0.00007287312,0.00001464115,0.000369337,0.0000364375,0.0001537838,0.00007590365,0.00004812247,0.000004885391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005903631,"about_ca_system_score_gemma":0.00003577068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006493986,"about_ca_topic_score_gemma":7.025242e-7,"domain_scores_codex":[0.9993137,0.00003820215,0.0002237158,0.0002270541,0.00009113971,0.0001062037],"domain_scores_gemma":[0.9994354,0.00007743321,0.0001211443,0.0002150255,0.000119531,0.00003147431],"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":[7.174584e-7,0.00006283473,0.0001527196,0.00002706717,0.000007652093,2.697856e-7,0.0002162204,0.0001920654,0.01627464,0.7689577,0.0001481644,0.2139599],"study_design_scores_gemma":[0.00122874,0.0002434906,0.2069747,0.0001481737,0.0000574017,0.0003134908,0.0002997971,0.4096211,0.2926578,0.0408121,0.04682108,0.0008222246],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006096445,0.00005975362,0.9927133,0.0001563295,0.00002152604,0.0004339701,7.408924e-7,0.000187503,0.0003304784],"genre_scores_gemma":[0.3934936,0.000004582336,0.6063102,0.00002855581,0.00003389425,0.00007795603,0.000009505889,0.000003119111,0.00003855096],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7281457,"threshold_uncertainty_score":0.297168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01137974521436768,"score_gpt":0.2685374338939038,"score_spread":0.2571576886795361,"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."}}