{"id":"W1512814856","doi":"10.3968/6410","title":"On the Cultivation Mode of Petroleum Engineering Professionals in Higher Vocational Education","year":2015,"lang":"en","type":"article","venue":"Higher education of social science","topic":"Education and Work Dynamics","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Curriculum; Mode (computer interface); Identity (music); Mathematics education; Teaching staff; Engineering management; Engineering; Engineering ethics; Pedagogy; Computer science; Sociology; Psychology","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":[0.0007899751,0.0001298966,0.00008085368,0.0005618111,0.002489452,0.001705211,0.0002270152,0.000515847,0.002110477],"category_scores_gemma":[0.001504462,0.00008623675,0.00009778839,0.0005065295,0.002483849,0.001438387,0.001315475,0.0007447078,0.0003069935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001043749,"about_ca_system_score_gemma":0.001743745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002119152,"about_ca_topic_score_gemma":0.003313533,"domain_scores_codex":[0.9993706,0.0002303822,0.00001849909,0.0000850846,0.00015017,0.0001452704],"domain_scores_gemma":[0.9993142,0.0002598022,0.00007251565,0.00002973764,0.0001456634,0.0001780541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009460101,0.0001829825,0.08112762,0.000304082,0.000007632848,0.002050593,0.3726731,0.0001896578,0.006778501,0.2750653,0.01536689,0.2461593],"study_design_scores_gemma":[0.00002772979,0.0002791091,0.161427,0.0007575409,0.0000247673,0.003162935,0.4051982,0.001506365,0.005386546,0.04114404,0.3810128,0.00007291939],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7583371,0.003356005,0.007469048,0.01581695,0.0005047345,0.00004590011,0.00002134771,0.00004755074,0.2144013],"genre_scores_gemma":[0.9760647,0.001461904,0.001099284,0.0005819927,0.00006276031,0.00001491321,0.000009482575,0.000009178599,0.02069579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002489452,"threshold_uncertainty_score":0.007573009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04099105317626858,"score_gpt":0.3817665235208278,"score_spread":0.3407754703445592,"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."}}