{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001567003,0.0000277581,0.00005155433,0.0001228508,0.0005460575,0.00002145821,0.0001365629,0.00003867853,0.000001999109],"category_scores_gemma":[0.0005149345,0.00002669182,0.000007347023,0.00112987,0.0006045811,0.0003114689,0.00001087734,0.00004755071,0.000001767182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001092998,"about_ca_system_score_gemma":0.002079079,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0974843,"about_ca_topic_score_gemma":0.1587674,"domain_scores_codex":[0.9993298,0.0001077065,0.00005692224,0.0001201511,0.0002063569,0.00017905],"domain_scores_gemma":[0.9993828,0.00004025189,0.00005537275,0.00004057982,0.0001555557,0.0003254366],"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":[0.000005211517,0.000008623683,0.0160115,0.000003619938,7.218496e-7,0.000001703608,0.4587474,0.000001530279,0.0000374356,0.5145909,0.00007447354,0.01051685],"study_design_scores_gemma":[0.0000784889,0.000003936947,0.002680982,0.000008844854,0.000002364068,4.551774e-7,0.9445909,0.0002351825,6.027293e-7,0.00004132695,0.05231517,0.00004175902],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4074879,0.00001964267,0.000519096,0.007654573,0.0003339612,0.0002784317,0.00001019022,0.00002686935,0.5836693],"genre_scores_gemma":[0.999412,0.000002531357,0.0002541895,0.00005282316,0.00004135242,7.11766e-7,9.732388e-7,0.000001379975,0.0002340677],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.591924,"threshold_uncertainty_score":0.9085256,"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."}}