{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001399911,0.0005707004,0.000578073,0.0003875881,0.000633193,0.001283769,0.001764768,0.001308522,0.01373785],"category_scores_gemma":[0.003893003,0.0002307724,0.0006677798,0.0003719905,0.000756573,0.001477657,0.002124073,0.001398154,0.0008808437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000975501,"about_ca_system_score_gemma":0.001430231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002957369,"about_ca_topic_score_gemma":0.002854861,"domain_scores_codex":[0.9993122,0.0003332559,0.00002626796,0.000151335,0.0001049732,0.00007194727],"domain_scores_gemma":[0.9983132,0.001235415,0.00005326875,0.00008491785,0.0001935566,0.000119677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003201496,0.001140241,0.001778627,0.0002537064,0.00006232314,0.0001352048,0.001042959,0.4062385,0.002863282,0.2401378,0.007229873,0.3387973],"study_design_scores_gemma":[0.00006242668,0.0001256068,0.000166612,0.00002282342,0.0000131437,0.00001872293,0.0001944872,0.895479,0.001042322,0.09727277,0.005594419,0.000007721663],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0245088,0.00006745889,0.9584817,0.0009072103,0.0000342141,0.0001183849,0.00004115767,0.0002169025,0.01562419],"genre_scores_gemma":[0.3161308,0.0001040141,0.6690298,0.0002125501,0.00006463429,0.0004019472,0.0001597791,0.00007971562,0.01381676],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01373785,"threshold_uncertainty_score":0.04595768,"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."}}