{"id":"W3021152059","doi":"10.2478/otmcj-2020-0005","title":"Qualitative analysis of Request For Information to identify design flaws in steel construction projects","year":2020,"lang":"en","type":"article","venue":"Organization Technology and Management in Construction An International Journal","topic":"BIM and Construction Integration","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computer science; Context (archaeology); Process (computing); Construction engineering; Implementation; Phase (matter); Construction management; Risk analysis (engineering); Engineering; Software engineering; Civil engineering; Business","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":[0.0002650034,0.0001093615,0.0001837512,0.003102661,0.00005085867,0.00008684032,0.0001589388,0.0001239524,0.0000441925],"category_scores_gemma":[0.0001433623,0.0001243397,0.00002632852,0.00262081,0.000081723,0.001016605,0.00002653641,0.0001512937,0.000002821157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001230302,"about_ca_system_score_gemma":0.00002408243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003299645,"about_ca_topic_score_gemma":0.00001743309,"domain_scores_codex":[0.9989572,0.00005450005,0.0005740936,0.0001435817,0.0001665233,0.0001041714],"domain_scores_gemma":[0.9992484,0.00002564664,0.0001713238,0.00006908581,0.0004383223,0.00004723535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002075721,0.00005114057,0.03515282,0.0000951519,0.00110143,0.000005369559,0.009904429,0.04890124,0.003932135,0.6668162,0.0002275181,0.2336049],"study_design_scores_gemma":[0.01552709,0.001351785,0.1580061,0.0006350536,0.001698182,0.0007654571,0.2938445,0.3747066,0.06825646,0.06667689,0.01600777,0.002524093],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2373957,0.00001180415,0.7599097,0.001258139,0.0005843128,0.0004257495,0.00001967997,0.0001144639,0.0002803842],"genre_scores_gemma":[0.9378196,0.0002795391,0.06157021,0.0001741818,0.00003626275,0.00003594235,0.0000704091,0.00001022562,0.000003614411],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7004239,"threshold_uncertainty_score":0.5070424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02211844960397776,"score_gpt":0.3127989345497795,"score_spread":0.2906804849458017,"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."}}