{"id":"W4403040008","doi":"10.1007/978-3-031-60415-7","title":"Proceedings of the Canadian Society for Civil Engineering Annual Conference 2023, Volume 1","year":2024,"lang":"en","type":"book","venue":"Lecture notes in civil engineering","topic":"BIM and Construction Integration","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Volume (thermodynamics); Engineering; Political science; Environmental science; Library science; Aeronautics; Environmental ethics; Computer science; Physics; Philosophy; Thermodynamics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00147508,0.001229041,0.0009668334,0.001962358,0.002494873,0.00553987,0.001376088,0.001989236,0.3380415],"category_scores_gemma":[0.00162727,0.0004441008,0.0005342361,0.002453818,0.0009224091,0.001464466,0.001830835,0.001876012,0.1286221],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007192998,"about_ca_system_score_gemma":0.02265118,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3668672,"about_ca_topic_score_gemma":0.6691167,"domain_scores_codex":[0.9985714,0.00007711651,0.0000238013,0.00008210295,0.001044554,0.0002010018],"domain_scores_gemma":[0.9978347,0.00007629344,0.00002481344,0.00005464252,0.001547558,0.0004618822],"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":[0.00001812203,0.00001865445,0.00009773116,0.00005370979,0.000002469668,0.00001583491,0.00002060202,0.00008226618,0.0002350475,0.001088253,0.9722287,0.0261386],"study_design_scores_gemma":[0.000003242219,0.000005253549,0.0005599261,0.00004121783,0.000003244954,0.00001299543,0.00007241748,0.0001200997,0.0001348972,0.0004291204,0.9986116,0.000005921225],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002894901,0.01958875,0.003518001,0.02460247,0.06939781,0.0002182954,0.006479011,0.0008742721,0.8724265],"genre_scores_gemma":[0.003034678,0.004858505,0.0008585079,0.00068287,0.000973667,0.00002849394,0.002102529,0.0002080563,0.9872527],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.992807,"threshold_uncertainty_score":0.9442034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005435987979092571,"score_gpt":0.1774849471371188,"score_spread":0.1720489591580263,"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."}}