{"id":"W15493440","doi":"10.17323/1814-9545-2014-3-263-268","title":"Review of the book: Crawley E. F., Malmqvist J., Östlund S., Brodeur D. R., Edström K. (2014) Rethinking Engineering Education: The CDIO Approach. 2nd ed. New York: Springer.","year":2014,"lang":"en","type":"article","venue":"Voprosy Obrazovaniya/ Educational Studies Moscow","topic":"Engineering Education and Technology","field":"Computer Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CDIO; Engineering education; Sociology; Library science; Management; Media studies; Humanities; Engineering; Art; Computer science; Engineering management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001550214,0.001737189,0.002861131,0.006757409,0.001067425,0.004968335,0.002506199,0.002841603,0.05054105],"category_scores_gemma":[0.01073608,0.0007597021,0.001142744,0.009971263,0.001573447,0.004812837,0.00169039,0.004486797,0.05434244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002514843,"about_ca_system_score_gemma":0.006018567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005796983,"about_ca_topic_score_gemma":0.009220637,"domain_scores_codex":[0.9979216,0.0001445265,0.0002266566,0.0003225098,0.001290416,0.00009431026],"domain_scores_gemma":[0.9926429,0.001639983,0.0004811682,0.0002060225,0.004509395,0.0005205582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001305062,0.000008714073,0.00004461356,0.002597445,0.00001524329,0.00004005661,0.00004485122,0.00005320519,0.0001245905,0.0008180656,0.9159211,0.08031909],"study_design_scores_gemma":[0.000003704637,0.000005886468,0.0001382335,0.001602289,0.00001133329,0.0001251695,0.00002910715,0.00001314091,0.00004419093,0.0002299904,0.997788,0.000008997946],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001596349,0.8682465,0.001013908,0.02882069,0.07686348,0.00008262093,0.0008414767,0.0001900273,0.02378168],"genre_scores_gemma":[0.001696995,0.8680132,0.001144269,0.02190697,0.02616269,0.0001402043,0.002042472,0.0002418563,0.0786513],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05054105,"threshold_uncertainty_score":0.1690766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02022086962309411,"score_gpt":0.2591725234381973,"score_spread":0.2389516538151032,"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."}}