{"id":"W4293074059","doi":"10.11159/iccste22","title":"Proceedings of the 7th International Conference on Civil, Structural and Transportation Engineering (ICCSTE'22)","year":2022,"lang":"en","type":"paratext","venue":"Proceedings of the International Conference on Civil, Structural and Transportation Engineering","topic":"BIM and Construction Integration","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Karadeniz Teknik Üniversitesi","keywords":"Engineering; Construction engineering; Computer science; Engineering ethics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001862548,0.001214639,0.0009201374,0.001586016,0.0008229088,0.002948046,0.001134895,0.001159969,0.08415639],"category_scores_gemma":[0.001423173,0.0002729357,0.0006983771,0.001252568,0.0009139302,0.001267062,0.001679342,0.001554514,0.03653756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001030356,"about_ca_system_score_gemma":0.002005393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005859505,"about_ca_topic_score_gemma":0.01530837,"domain_scores_codex":[0.9986987,0.0001974175,0.00006255528,0.0001683627,0.0006959746,0.0001769347],"domain_scores_gemma":[0.9982086,0.0001339483,0.00003270502,0.0002286042,0.001109815,0.0002861701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002888635,0.0003157748,0.00242271,0.0002508939,0.00005016302,0.000344452,0.0002134957,0.002674075,0.008360535,0.004673296,0.448438,0.5319678],"study_design_scores_gemma":[0.00001258275,0.0001722172,0.004030202,0.0001626699,0.00002494014,0.0004206101,0.0002580807,0.009696169,0.004097415,0.001804593,0.9792953,0.00002517413],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0559266,0.03398026,0.254476,0.01174052,0.05882949,0.0006236519,0.002458136,0.005323434,0.576642],"genre_scores_gemma":[0.07206913,0.009523008,0.04402988,0.0007208062,0.001948517,0.0002386169,0.004618605,0.0008480369,0.8660035],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08415639,"threshold_uncertainty_score":0.2815312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01324434064657615,"score_gpt":0.2158728909486774,"score_spread":0.2026285503021013,"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."}}