{"id":"W2363689519","doi":"","title":"Discussion on the Essence of Vocational Education from the Classification of Educational Type","year":2003,"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; Confusion; Lifelong learning; Position (finance); Quarter (Canadian coin); Pedagogy; Mathematics education; Sociology; Engineering; Psychology; Business; Geography","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":[0.0009193348,0.0001460504,0.0001356749,0.0001085426,0.0002975778,0.00005594851,0.0006510665,0.00008873679,0.0001598096],"category_scores_gemma":[0.002008831,0.00007938853,0.0000585416,0.0007793559,0.0002357156,0.0002376533,0.00004779933,0.0002192142,0.00002251163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006989154,"about_ca_system_score_gemma":0.002553565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009605208,"about_ca_topic_score_gemma":0.000008134104,"domain_scores_codex":[0.9981545,0.0004463977,0.0004657761,0.000361886,0.000452663,0.0001188181],"domain_scores_gemma":[0.9961758,0.00209429,0.0003853267,0.0007279922,0.0005413275,0.00007524971],"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":[0.000005537795,0.0007016805,0.004042123,0.000008570587,0.000008853153,2.720163e-9,0.0003371424,0.000002966158,0.004312919,0.9557711,0.004861454,0.02994761],"study_design_scores_gemma":[0.00006488179,0.0000393143,0.722694,0.00007450212,0.00001423709,0.000005860231,0.0003249739,0.00008910021,0.001250844,0.2643078,0.01102494,0.0001095066],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2639169,0.002136211,0.1800908,0.473652,0.006602549,0.002199016,0.00004572659,0.0001494308,0.07120732],"genre_scores_gemma":[0.9750636,0.00003444726,0.02283265,0.0009062584,0.0001687941,0.0001424426,0.00009122903,0.00000862318,0.0007519315],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7186519,"threshold_uncertainty_score":0.4529914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03445420836393626,"score_gpt":0.3432815477044495,"score_spread":0.3088273393405133,"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."}}