{"id":"W2083441902","doi":"10.1080/03057925.2012.661216","title":"Teacher preparation for vocational education and training in Germany: a potential model for Canada?","year":2012,"lang":"en","type":"article","venue":"Compare A Journal of Comparative and International Education","topic":"Sociology and Education Studies","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Vocational education; German; Bachelor; Context (archaeology); Legislation; Government (linguistics); Political science; Teacher education; Training (meteorology); Pedagogy; Higher education; Medical education; Sociology; Public administration; Medicine; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001546677,0.0003207126,0.0003440897,0.001763794,0.00909544,0.006689559,0.00172576,0.00223535,0.008361463],"category_scores_gemma":[0.003179797,0.0002465674,0.0004267225,0.003008727,0.002700386,0.002755246,0.00246407,0.001785625,0.0005333064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09375385,"about_ca_system_score_gemma":0.2094769,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9859534,"about_ca_topic_score_gemma":0.9939666,"domain_scores_codex":[0.9971024,0.000503337,0.00004929306,0.00022768,0.0003507223,0.00176649],"domain_scores_gemma":[0.9973508,0.0001726284,0.0001200664,0.00008172521,0.000715033,0.001559749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002676301,0.0002281449,0.02963477,0.0002798866,0.00004034126,0.0007297624,0.009463472,0.003883134,0.0005380297,0.8011281,0.06242636,0.09138038],"study_design_scores_gemma":[0.0003286897,0.000272746,0.1230859,0.001992046,0.0001875574,0.0004746761,0.08900088,0.01639154,0.001332554,0.08482727,0.6816767,0.0004294074],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3546927,0.01201902,0.006064835,0.284722,0.001061133,0.0003030427,0.001889136,0.0002240929,0.3390241],"genre_scores_gemma":[0.9485272,0.003484068,0.004352606,0.006654043,0.00004857523,0.00007819026,0.0004210081,0.00003771548,0.03639643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09375385,"threshold_uncertainty_score":0.680235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1656397056301455,"score_gpt":0.4761498556093017,"score_spread":0.3105101499791562,"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."}}