{"id":"W4231658743","doi":"10.24908/pceea.v0i0.5915","title":"CANADIAN CIVIL ENGINEERING AND SUSTAINABLE DEVELOPMENT COMPETENCE","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Competence (human resources); Sustainable development; Engineering ethics; Political science; Environmental planning; Geography; Engineering; Regional science; Environmental ethics; Management; Economics; Philosophy; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004839472,0.0009130742,0.0009679676,0.006682224,0.009485194,0.008446262,0.003156876,0.001918097,0.3060144],"category_scores_gemma":[0.01626831,0.0005761948,0.0007363857,0.007291466,0.002072606,0.004275206,0.005273386,0.00215196,0.05452573],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03387832,"about_ca_system_score_gemma":0.1368038,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8593169,"about_ca_topic_score_gemma":0.9208664,"domain_scores_codex":[0.9903426,0.0004619477,0.0003018216,0.0005040079,0.006107482,0.002282034],"domain_scores_gemma":[0.9742582,0.0009980485,0.0003061112,0.00108764,0.01765733,0.005692648],"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":[0.0000677314,0.00009332175,0.001653109,0.0003856109,0.000009630774,0.000173025,0.001023978,0.000141578,0.0008373134,0.03913302,0.8314439,0.1250378],"study_design_scores_gemma":[0.00001227859,0.00002100187,0.005952097,0.0002477267,0.000007739985,0.00008250624,0.001055715,0.0001020389,0.0003918609,0.001276042,0.9908317,0.00001929738],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005739665,0.00147111,0.0009529404,0.01048816,0.002849894,0.0002686582,0.01084107,0.0002297419,0.9671587],"genre_scores_gemma":[0.07700043,0.002847105,0.002746564,0.001992962,0.0003267791,0.0003094207,0.01096151,0.0001500963,0.9036652],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9661217,"threshold_uncertainty_score":0.9898862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01910517290158615,"score_gpt":0.2407581902243015,"score_spread":0.2216530173227154,"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."}}