{"id":"W2740118187","doi":"10.2495/sdp-v13-n1-62-72","title":"Enhancing learning outcomes by introducing BIM in civil engineering studies – experiences from a university college in Norway","year":2018,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"BIM and Construction Integration","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering; Civil engineering; Engineering management; Engineering ethics; Architectural engineering; Construction engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00468826,0.0005506095,0.0006436009,0.0008291451,0.005126515,0.004027731,0.001497373,0.000871286,0.006030472],"category_scores_gemma":[0.003884752,0.0003605447,0.0004083196,0.001100341,0.00347199,0.002213145,0.006338798,0.001030543,0.0009510326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004775929,"about_ca_system_score_gemma":0.004732864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01655284,"about_ca_topic_score_gemma":0.04759842,"domain_scores_codex":[0.9962686,0.001514757,0.0001376096,0.0004994576,0.0006590131,0.0009204627],"domain_scores_gemma":[0.9955165,0.001219547,0.0003036013,0.000203131,0.000485495,0.002271832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003678141,0.005309311,0.04591858,0.0003547754,0.00001508154,0.004729996,0.8310274,0.001097534,0.005609392,0.002991079,0.005148517,0.09743043],"study_design_scores_gemma":[0.00005093457,0.001583883,0.07738138,0.0003394924,0.0000186915,0.0007924132,0.8272783,0.0009696663,0.003029405,0.000999294,0.08745938,0.00009727455],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99098,0.0001822069,0.0003864381,0.0003532824,0.00003653142,0.00004440765,0.00002504753,0.00002287524,0.007969287],"genre_scores_gemma":[0.993641,0.000253875,0.0008923722,0.0001144329,0.00001299243,0.00002888663,0.00003896887,0.00002404294,0.004993446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01655284,"threshold_uncertainty_score":0.03465194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006388667193519865,"score_gpt":0.2148709632356418,"score_spread":0.208482296042122,"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."}}