{"id":"W4298380349","doi":"","title":"A Problem-Based Learning Approach for Green Control & IT in a Master Program","year":2011,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Control (management); Computer science; Mathematics education; Artificial intelligence; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002197887,0.00033199,0.0003464335,0.000251973,0.0000820251,0.0001490244,0.0005887066,0.0002615643,0.00005467601],"category_scores_gemma":[0.0001879699,0.0003663678,0.0001467769,0.0002631564,0.00004653015,0.00006086823,0.0001408909,0.000662667,0.00001155535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001700212,"about_ca_system_score_gemma":0.0001710722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002243009,"about_ca_topic_score_gemma":0.0002620336,"domain_scores_codex":[0.9978431,0.0006083489,0.0004806729,0.0004799314,0.0001987921,0.0003891084],"domain_scores_gemma":[0.9982291,0.0002271749,0.0001429382,0.000698138,0.0005707435,0.0001319295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008666216,0.006213973,0.01947601,0.01254093,0.0007624828,0.000008768367,0.07407166,0.4003603,0.002004696,0.02969856,0.007992176,0.4467838],"study_design_scores_gemma":[0.001652568,0.000001202608,0.00303138,0.001922657,0.00005023888,0.000003136016,0.000132857,0.929089,0.002730686,0.0005140023,0.06000513,0.0008671209],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01153123,0.0005703663,0.9236607,0.001798059,0.0002452663,0.002718119,0.00002611771,0.001154546,0.05829561],"genre_scores_gemma":[0.648004,0.00005130102,0.3440519,0.00005033195,0.00002158374,0.003152731,0.0005766053,0.0001002065,0.003991346],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6364728,"threshold_uncertainty_score":0.9998788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01716466293784629,"score_gpt":0.2163365017679415,"score_spread":0.1991718388300952,"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."}}