{"id":"W3177402737","doi":"","title":"Exploration on the New Ways of Personnel Cultivation Based on College General Education and Vocational Skill Training: Taking Mathematics Students Who Want to Work in the Software Industry as an Example","year":2016,"lang":"en","type":"article","venue":"Higher education of social science","topic":"Ideological and Political Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Work (physics); Mathematics education; Training (meteorology); Software; General education; Engineering management; Management; Sociology; Computer science; Mathematics; Engineering; Pedagogy; Economics","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":[0.001370509,0.00009566344,0.0001114518,0.0001344984,0.0006309613,0.00007381897,0.0004490363,0.0001235365,0.0001993608],"category_scores_gemma":[0.001110558,0.00005625651,0.00002578576,0.001061885,0.0005266821,0.0003594208,0.00001864163,0.0001353086,0.000006701482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002315713,"about_ca_system_score_gemma":0.001997008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001135199,"about_ca_topic_score_gemma":0.00003263225,"domain_scores_codex":[0.9981538,0.0002199849,0.0002581279,0.000243657,0.0008991782,0.0002252187],"domain_scores_gemma":[0.9986147,0.0005882734,0.0002345829,0.0001512108,0.0003019568,0.0001093012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0000111819,0.0004620896,0.001812562,0.000004098039,0.00000106768,1.964428e-8,0.1512122,0.000004704548,0.00014317,0.839562,0.001784135,0.005002824],"study_design_scores_gemma":[0.0002312409,0.0002175392,0.7239355,0.0002458701,0.00001203209,2.3714e-7,0.1357733,0.000007814044,0.000455089,0.1305148,0.008403847,0.000202716],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9035223,0.000002889042,0.0002652116,0.08386605,0.0003752994,0.0005428249,0.000004084845,0.00001304613,0.01140832],"genre_scores_gemma":[0.9896065,0.00000125562,0.001169518,0.00672758,0.0005915558,0.00009889733,0.000004872578,0.000005047917,0.001794768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.722123,"threshold_uncertainty_score":0.4852908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1805394780867423,"score_gpt":0.3975315878622139,"score_spread":0.2169921097754716,"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."}}