{"id":"W2124734928","doi":"10.3968/7661","title":"Discussion and Practice of Application Oriented Personnel Training System in University","year":2015,"lang":"en","type":"article","venue":"Canadian social science","topic":"Education and Work Dynamics","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Connotation; Training (meteorology); Quality (philosophy); Training system; Engineering management; Curriculum; Computer science; Mode (computer interface); Mathematics education; Engineering ethics; Engineering; Pedagogy; Psychology; Political science; Human–computer interaction","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01171176,0.0002066322,0.0001706961,0.001509903,0.005809177,0.006215903,0.001290223,0.002420812,0.003883113],"category_scores_gemma":[0.009379112,0.0001849559,0.0003099822,0.001524851,0.01152276,0.005594777,0.002736914,0.002881422,0.0003147823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00938921,"about_ca_system_score_gemma":0.01106768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007251935,"about_ca_topic_score_gemma":0.005187205,"domain_scores_codex":[0.9888875,0.00790764,0.0002854618,0.000924104,0.00137371,0.0006215692],"domain_scores_gemma":[0.995953,0.002243435,0.0002007447,0.0003381687,0.0008500831,0.0004145814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002066853,0.00007151513,0.003116936,0.000182881,0.000007864905,0.0003771558,0.1214688,0.000683688,0.0009525971,0.7981272,0.00843087,0.06655978],"study_design_scores_gemma":[0.00002263829,0.0001260753,0.008547734,0.000977604,0.00001199384,0.0006926088,0.1549494,0.003632638,0.002115936,0.1711402,0.6577175,0.00006568304],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3059449,0.01431833,0.1007581,0.1846579,0.002185101,0.0003422745,0.00007293256,0.0002840637,0.3914365],"genre_scores_gemma":[0.9650445,0.002774854,0.009846466,0.003131647,0.0002398327,0.0001173983,0.00001735531,0.00003979396,0.01878808],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01171176,"threshold_uncertainty_score":0.06812376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03178355879271972,"score_gpt":0.305344684604586,"score_spread":0.2735611258118663,"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."}}