{"id":"W7038790686","doi":"","title":"Invited Professional Development Seminar - BIM - a Tool to Optimize Building Construction","year":2011,"lang":"en","type":"article","venue":"NPARC","topic":"Urban Planning and Valuation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Government","keywords":"Building information modeling; Professional development; Construction industry; Building construction; Construction management","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":[0.005307999,0.0009336353,0.0006729359,0.000945266,0.002980163,0.003753111,0.001529965,0.004779967,0.1695539],"category_scores_gemma":[0.008782649,0.0005147294,0.001012011,0.0004962994,0.0007312445,0.002180937,0.004711668,0.00347407,0.04974833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002657323,"about_ca_system_score_gemma":0.006002785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002635386,"about_ca_topic_score_gemma":0.008711479,"domain_scores_codex":[0.9972857,0.000493844,0.00009405181,0.00036702,0.001253399,0.0005060096],"domain_scores_gemma":[0.9898343,0.0005174848,0.0001290701,0.0002970625,0.005549764,0.003672272],"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":[0.0002638372,0.0003715694,0.0009044275,0.0001778625,0.00001013944,0.0003819704,0.0006109314,0.0003863243,0.003923975,0.001918198,0.9419545,0.04909624],"study_design_scores_gemma":[0.0000543439,0.0002415479,0.002443688,0.00009021313,0.00001067798,0.0002037559,0.0009292894,0.0007786156,0.001533911,0.001745006,0.9919435,0.00002540446],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04208302,0.00543947,0.01772632,0.2581805,0.3152924,0.002550715,0.002434915,0.001445523,0.3548472],"genre_scores_gemma":[0.04875336,0.001415033,0.003735031,0.01016844,0.01850844,0.0003310234,0.0009158706,0.0005285975,0.9156442],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1695539,"threshold_uncertainty_score":0.5672143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03861283597011511,"score_gpt":0.2532387074975274,"score_spread":0.2146258715274123,"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."}}