{"id":"W3135676652","doi":"10.5539/jsd.v14n2p96","title":"Opportunities for Adaptive Learning Environments to Promote Sustainability-Oriented Innovation Competence in Vocational Education and Training","year":2021,"lang":"en","type":"article","venue":"Journal of Sustainable Development","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Typology; Competence (human resources); Vocational education; Curriculum; Business plan; Knowledge management; Apprenticeship; Sustainable development; Business; Medical education; Psychology; Pedagogy; Computer science; Sociology; Marketing; Political science; Medicine; Geography","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":[0.001366178,0.0001980151,0.0001207555,0.0004160332,0.0006524741,0.002106513,0.0006299939,0.0005642489,0.008733339],"category_scores_gemma":[0.002947914,0.0001400336,0.000318862,0.0002373391,0.0004220025,0.001266525,0.002690743,0.0006437384,0.001249401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004083581,"about_ca_system_score_gemma":0.001314386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003403414,"about_ca_topic_score_gemma":0.001773142,"domain_scores_codex":[0.9993198,0.000326385,0.00002919142,0.00006356303,0.0001116707,0.0001494393],"domain_scores_gemma":[0.9984042,0.0007844818,0.0001376823,0.0001074922,0.0001224866,0.0004437108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002404677,0.007538371,0.04378646,0.0008046433,0.00002678009,0.0008012258,0.01945831,0.003325545,0.0186105,0.02310277,0.01216717,0.8701378],"study_design_scores_gemma":[0.0005573372,0.006093768,0.4479457,0.002234863,0.0001088005,0.002499162,0.0617685,0.02144073,0.02809743,0.1082976,0.3207165,0.0002396227],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8464108,0.0003291119,0.04813973,0.003058032,0.0001027039,0.0005474793,0.0001192904,0.0006634003,0.1006295],"genre_scores_gemma":[0.9240021,0.000330101,0.0656071,0.0003122778,0.00002595579,0.0003688989,0.00009549197,0.0000350277,0.009223055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008733339,"threshold_uncertainty_score":0.02921593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05132090761117207,"score_gpt":0.3286632713999553,"score_spread":0.2773423637887832,"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."}}