{"id":"W4408398360","doi":"10.1007/978-3-031-84208-5_25","title":"Analysis of the Rationality of Extending LOD Standards from the Design Phase to the Production and Construction Phases","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Rationality; Production (economics); Phase (matter); Computer science; Epistemology; Physics; Philosophy; Economics; Microeconomics; Quantum mechanics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003162947,0.0002182826,0.0003215856,0.0002438372,0.00006620324,0.0000262956,0.0001519179,0.000152984,0.00008045806],"category_scores_gemma":[0.0005852188,0.0001340522,0.0001268356,0.0004286861,0.00008184245,0.00005449321,0.00002890883,0.0003558432,9.868157e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000131321,"about_ca_system_score_gemma":0.00005946865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003854183,"about_ca_topic_score_gemma":0.0009675383,"domain_scores_codex":[0.9989883,0.0000289232,0.000391412,0.0002061159,0.0002866976,0.00009854196],"domain_scores_gemma":[0.9988554,0.0005385196,0.0001070102,0.0003447328,0.00013751,0.00001689671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002251933,0.000005226418,0.0001953513,0.00006159093,0.0006412546,1.699313e-7,0.0003969536,0.9571081,0.003405156,0.005459314,0.0001005324,0.03260383],"study_design_scores_gemma":[0.001304456,0.0001509848,0.004460863,0.005155803,0.006538379,0.00003711244,0.0001574302,0.792202,0.1504499,0.01764642,0.02034236,0.001554283],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003493196,0.002203546,0.99089,0.0003503782,0.001223461,0.0005153904,0.0004415464,0.00005964343,0.0008228737],"genre_scores_gemma":[0.9976501,0.0001842276,0.001791092,0.00002235114,0.0001940552,0.0000265781,0.00002367422,0.00002157687,0.00008635853],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9941569,"threshold_uncertainty_score":0.5466492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01101012878501532,"score_gpt":0.2347390082513198,"score_spread":0.2237288794663045,"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."}}