{"id":"W2132520658","doi":"10.7202/1005675ar","title":"Teacher Education in Light of a Few Principles, Theories, and Studies on Vocational Training and Adult Education","year":2011,"lang":"en","type":"article","venue":"McGill Journal of Education / Revue des sciences de l éducation de McGill","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Training (meteorology); Perspective (graphical); Work (physics); Adult education; Psychology; Medical education; Pedagogy; Continuing education; Engineering; Medicine; Computer science","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":[0.001791007,0.0001466498,0.0002248649,0.001201425,0.002086362,0.002936807,0.0004693602,0.001467957,0.001378906],"category_scores_gemma":[0.002539816,0.00009665743,0.0001395557,0.001011833,0.01226095,0.002585194,0.001459523,0.0026897,0.0002200058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002756007,"about_ca_system_score_gemma":0.00299602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006738606,"about_ca_topic_score_gemma":0.01627974,"domain_scores_codex":[0.9988917,0.0005803693,0.00005957859,0.0001211433,0.0002403132,0.0001070722],"domain_scores_gemma":[0.9974514,0.001866405,0.0002243891,0.0001005631,0.0001879112,0.0001694302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001457262,0.00007392531,0.003541636,0.0006583119,0.000004548344,0.0002694216,0.01862074,0.0003396389,0.0002810158,0.908997,0.01140071,0.05579852],"study_design_scores_gemma":[0.00001822972,0.00009770971,0.008679623,0.00216923,0.000007630128,0.0008704051,0.02204329,0.0004448205,0.0005222739,0.3786788,0.5864437,0.00002436751],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07718498,0.2077034,0.03625779,0.343254,0.004001932,0.0001424504,0.00009139465,0.0001014694,0.3312627],"genre_scores_gemma":[0.838029,0.08366917,0.02179653,0.02444329,0.002274685,0.00020176,0.00004269514,0.00003253203,0.02951029],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006738606,"threshold_uncertainty_score":0.0199964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6561372074110057,"score_gpt":0.5126161298545763,"score_spread":0.1435210775564294,"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."}}