{"id":"W6995653620","doi":"","title":"Optional CDIO Standards: Sustainable development, Simulation-based mathematics, Engineering entrepreneurship, Internationalisation &amp; mobility","year":2020,"lang":"en","type":"other","venue":"Chalmers Research (Chalmers University of Technology)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"CDIO; Context (archaeology); Engineering education; Internationalization; Work (physics); Sustainable development","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":[0.02071192,0.00150735,0.000680636,0.007457879,0.003097614,0.01273684,0.00435862,0.00673289,0.02137149],"category_scores_gemma":[0.05388759,0.0009054422,0.001502306,0.005629689,0.004915422,0.0109297,0.01219135,0.006477769,0.01562098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007647766,"about_ca_system_score_gemma":0.01992662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02240681,"about_ca_topic_score_gemma":0.01642895,"domain_scores_codex":[0.9770924,0.004881831,0.003997393,0.001542218,0.01065788,0.001828225],"domain_scores_gemma":[0.9473411,0.01151924,0.003162135,0.008382386,0.0269883,0.002606859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000181676,0.0002009782,0.002537317,0.002374364,0.00002954481,0.0002587031,0.003040264,0.002659836,0.003766243,0.5634107,0.2306376,0.1909028],"study_design_scores_gemma":[0.00001559066,0.00002378988,0.0008996018,0.001381039,0.00001384749,0.0001567139,0.0006267139,0.0006115571,0.001749651,0.02611639,0.9683571,0.00004802033],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01218118,0.006392596,0.3270034,0.02414815,0.008436134,0.002317164,0.01216752,0.009208227,0.5981457],"genre_scores_gemma":[0.1094804,0.01328173,0.4989525,0.01781104,0.001634233,0.006034775,0.05363093,0.007007287,0.2921671],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02240681,"threshold_uncertainty_score":0.1095365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05056009472733505,"score_gpt":0.3164273195241033,"score_spread":0.2658672247967683,"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."}}