{"id":"W2383267976","doi":"","title":"Discussion and analysis on examination method of British Columbia Institute of Technology","year":2007,"lang":"en","type":"article","venue":"Journal of Shenyang Institute of Engineering","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Demotion; Promotion (chess); Quality (philosophy); Engineering management; Mathematics education; Engineering; Computer science; Political science; Psychology; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01299142,0.0003396159,0.0002787441,0.004921826,0.004489284,0.003952523,0.001075061,0.0009316311,0.008919886],"category_scores_gemma":[0.04376757,0.0002202115,0.0005198821,0.006293596,0.001236097,0.001569227,0.000801128,0.001268549,0.001221978],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01760738,"about_ca_system_score_gemma":0.01909053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2268592,"about_ca_topic_score_gemma":0.1992147,"domain_scores_codex":[0.9806923,0.00452189,0.001225807,0.001321679,0.01107063,0.001167584],"domain_scores_gemma":[0.9448975,0.01789611,0.002290094,0.001159229,0.03245147,0.001305609],"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":[0.0007085266,0.0002270415,0.1060443,0.00243803,0.00005708886,0.001254574,0.03068283,0.0008251779,0.01043403,0.03796019,0.09663474,0.7127335],"study_design_scores_gemma":[0.00002591943,0.0001459701,0.3279268,0.00282792,0.0001213611,0.0007298865,0.0323321,0.001759539,0.009470803,0.002914954,0.6215839,0.0001608443],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.407278,0.03482689,0.05187863,0.05443078,0.005955891,0.004038918,0.002498486,0.0006265253,0.4384659],"genre_scores_gemma":[0.7802533,0.01807702,0.03063142,0.006465054,0.0009003719,0.001797725,0.002523396,0.0003297591,0.1590219],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9823926,"threshold_uncertainty_score":0.4510775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01142105149352736,"score_gpt":0.2871496437198941,"score_spread":0.2757285922263668,"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."}}