{"id":"W2581170436","doi":"10.18260/1-2--21021","title":"BIMing Construction Engineering Curricula","year":2020,"lang":"en","type":"article","venue":"","topic":"BIM and Construction Integration","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"AUG Signals (Canada)","funders":"","keywords":"Software engineering; Building information modeling; Software; Construction management; Engineering; Engineering management; Suite; Curriculum; Computer science; Construction engineering; Scheduling (production processes); Civil engineering; Operations management","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":[0.005653686,0.0006468876,0.0003490574,0.004664232,0.002207862,0.006262827,0.001605166,0.0007988887,0.0538975],"category_scores_gemma":[0.01300492,0.0003803672,0.0003834621,0.003818927,0.001055903,0.003846859,0.006349764,0.001206109,0.01021797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005347023,"about_ca_system_score_gemma":0.01089679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005685422,"about_ca_topic_score_gemma":0.0116274,"domain_scores_codex":[0.9959069,0.001335733,0.0002413058,0.0003879594,0.001685763,0.0004422682],"domain_scores_gemma":[0.9904383,0.001701899,0.0009584808,0.001436743,0.00352009,0.001944431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003923227,0.0004349304,0.01012194,0.0002809169,0.000004904223,0.0000853015,0.002053371,0.004099248,0.001309259,0.03963685,0.05770129,0.8842328],"study_design_scores_gemma":[0.00002169725,0.0001463966,0.01601681,0.001050891,0.00001051997,0.0001131475,0.008243037,0.01109036,0.004920643,0.0317373,0.9266007,0.00004839186],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.1781375,0.005063418,0.1124953,0.03630693,0.002901875,0.0009878002,0.001911869,0.00545326,0.6567421],"genre_scores_gemma":[0.5548249,0.005761018,0.2644974,0.002514476,0.0006466673,0.0007196463,0.003346195,0.001148527,0.1665412],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0538975,"threshold_uncertainty_score":0.1803051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007012835131492153,"score_gpt":0.1659538979748305,"score_spread":0.1589410628433384,"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."}}