{"id":"W2381780646","doi":"","title":"Discussion for Model of Engineering Personnel Training of Alberta University in Canada","year":2007,"lang":"en","type":"article","venue":"Journal of Chongqing University. English Edition","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Training (meteorology); China; Curriculum; Engineering management; Engineering; Medical education; Engineering education; Mathematics education; Engineering ethics; Computer science; Political science; Psychology; Pedagogy; Medicine; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.0007225627,0.00006300455,0.0001697289,0.000304794,0.00004771136,0.000005699931,0.0003218919,0.00004073696,0.000002000438],"category_scores_gemma":[0.0002259669,0.00006155383,0.0000709384,0.0003168969,0.00001286554,0.0006043972,0.00002866911,0.0001683365,1.397187e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000468773,"about_ca_system_score_gemma":0.0006737962,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01720466,"about_ca_topic_score_gemma":0.02858478,"domain_scores_codex":[0.9993419,0.00004707334,0.0002021874,0.00008831414,0.0001915972,0.0001289323],"domain_scores_gemma":[0.9989238,0.0003342522,0.0003151844,0.00008848603,0.000256662,0.00008161615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004183518,0.0004530421,0.009616686,0.0003994009,0.0001693225,0.00009200189,0.3522705,0.5227653,0.01528475,0.07390489,0.00178328,0.02284247],"study_design_scores_gemma":[0.007625017,0.0004213349,0.03147418,0.001647565,0.0001553007,0.00003146466,0.1986983,0.7263471,0.01350733,0.0007085961,0.01853054,0.0008532269],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3813058,0.000003010907,0.6175644,0.000119052,0.0006845606,0.00003139937,0.000003037158,0.000004038654,0.0002845846],"genre_scores_gemma":[0.9296221,0.00000356641,0.07015612,0.000005917278,0.0001054595,1.159101e-8,0.00000128939,0.000003355211,0.0001021932],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5483162,"threshold_uncertainty_score":0.9893399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01778902557657924,"score_gpt":0.2197442376517919,"score_spread":0.2019552120752127,"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."}}