{"id":"W2354008357","doi":"","title":"The Era Characteristics of the Canadian Higher Vocational Education and its Management Innovation","year":2009,"lang":"en","type":"article","venue":"Journal of Wuhan Institute of Shipbuilding Technology","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Specialty; Competence (human resources); Mechanism (biology); Public relations; Political science; Economic growth; Business; Engineering management; Management; Pedagogy; Engineering; Sociology; Psychology; Economics","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":[0.0008677735,0.00007341696,0.0001296754,0.0006245433,0.0002491216,0.00004731387,0.0008666511,0.00008495529,0.000001514276],"category_scores_gemma":[0.000240713,0.00004925926,0.00002905116,0.001055474,0.0001130175,0.0002434929,0.00006173555,0.000285209,3.222289e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000112221,"about_ca_system_score_gemma":0.0005849942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006909409,"about_ca_topic_score_gemma":0.00011988,"domain_scores_codex":[0.9990566,0.00004966181,0.0004774696,0.00009326718,0.0002044993,0.00011844],"domain_scores_gemma":[0.9984999,0.00003912258,0.0006939532,0.0002734773,0.0004573614,0.00003620249],"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":[0.000001731773,0.00003621224,0.0010191,0.000008652157,0.00001300476,5.168695e-7,0.0001269182,0.000003688118,0.0008727089,0.7505912,0.0001821532,0.2471441],"study_design_scores_gemma":[0.0003954882,0.0001746629,0.7721168,0.0004645993,0.00004497981,0.0001502412,0.0001671264,0.000176636,0.008806065,0.1332997,0.08401228,0.000191331],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9013831,0.000594255,0.01726411,0.07422223,0.004437319,0.00019266,0.000001321385,0.00002426946,0.001880757],"genre_scores_gemma":[0.9468476,0.0000477506,0.05259775,0.0002685776,0.00007596087,0.000001857245,3.799264e-7,0.000002597616,0.0001575775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7710978,"threshold_uncertainty_score":0.2008734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01927416484662029,"score_gpt":0.303613914328073,"score_spread":0.2843397494814527,"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."}}