{"id":"W2394159155","doi":"","title":"Analysis on Characteristics of Postgraduate Diploma Education in Community Colleges in Canada——The Case of George Brown College","year":2012,"lang":"en","type":"article","venue":"Vocational and Technical Education","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Community college; George (robot); China; Medical education; Sociology; Higher education; Further education; Pedagogy; Political science; Medicine","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":[0.001174622,0.00009423389,0.0002031842,0.0003700029,0.0001002748,0.0000114618,0.0002924381,0.00004694058,0.00000825264],"category_scores_gemma":[0.0003509873,0.00007902916,0.00003421976,0.001405228,0.00006636683,0.0001565613,0.00005833611,0.0002512384,6.275121e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002818986,"about_ca_system_score_gemma":0.003256173,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3648432,"about_ca_topic_score_gemma":0.1785964,"domain_scores_codex":[0.9986039,0.0005253507,0.0004450113,0.0001326774,0.0001598524,0.0001332124],"domain_scores_gemma":[0.9983598,0.0007597876,0.0002258473,0.0004137044,0.0001616491,0.0000792014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001588389,0.003045366,0.5122288,0.00006459606,0.00003389005,7.643062e-7,0.001880321,0.00001332824,0.0002288828,0.3917749,0.000490921,0.09022233],"study_design_scores_gemma":[0.00007601573,0.00002208588,0.9966264,0.00003121416,0.00002312543,0.00003816903,0.0006786567,0.0002589883,0.0001548922,0.001587313,0.000423651,0.00007950789],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994474,0.0001151219,0.0009785822,0.003209317,0.0002801682,0.0002012519,0.00002389055,0.000008543203,0.0007091551],"genre_scores_gemma":[0.9947287,0.00001418619,0.004701789,0.0003186232,0.00003325907,0.00005377183,0.00004113949,0.000003973056,0.0001044976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4843975,"threshold_uncertainty_score":0.836392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01949219953700878,"score_gpt":0.3238416565603573,"score_spread":0.3043494570233485,"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."}}