{"id":"W4405329716","doi":"10.1007/978-3-031-61535-1","title":"Proceedings of the Canadian Society for Civil Engineering Annual Conference 2023, Volume 12","year":2024,"lang":"en","type":"book","venue":"Lecture notes in civil engineering","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Volume (thermodynamics); Political science; Civil society; Engineering ethics; Library science; Engineering; Environmental ethics; Law; Computer science; Philosophy; Thermodynamics; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.001516468,0.00124877,0.0009434228,0.00190923,0.002749352,0.005521197,0.001365593,0.001914026,0.2929566],"category_scores_gemma":[0.001596807,0.0004679813,0.0005180356,0.002458326,0.001016192,0.001472307,0.001774531,0.001911318,0.1025003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008142428,"about_ca_system_score_gemma":0.02723001,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4777551,"about_ca_topic_score_gemma":0.756619,"domain_scores_codex":[0.9985673,0.00007179457,0.00002340263,0.00007891335,0.001051834,0.0002066346],"domain_scores_gemma":[0.9978207,0.00006866015,0.00002171216,0.00005243042,0.00158804,0.0004483515],"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":[0.00001712327,0.00001867655,0.0001052283,0.00004196872,0.000002308227,0.00001462453,0.00002293625,0.0000816847,0.0001876772,0.001159593,0.9725617,0.02578647],"study_design_scores_gemma":[0.00000350151,0.000005125075,0.0006161407,0.00003966567,0.000003557689,0.00001286645,0.00009333048,0.0001417611,0.0001451475,0.0004984672,0.9984341,0.000006282872],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00313647,0.01912131,0.003667698,0.02868273,0.06371883,0.00019368,0.006678796,0.0008917035,0.8739088],"genre_scores_gemma":[0.003337552,0.004659119,0.0008559539,0.0006047331,0.0008084456,0.00002562601,0.00192991,0.0001936964,0.9875851],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5222449,"threshold_uncertainty_score":0.9800375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00569883840875154,"score_gpt":0.1767710356956414,"score_spread":0.1710721972868898,"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."}}