{"id":"W4382680959","doi":"10.11159/iccste23","title":"Proceedings of the 8th International Conferenceon Civil, Structural and Transportation Engineering (ICCSTE 2023)","year":2023,"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":false,"ca_institutions":"","funders":"","keywords":"Engineering; Computer science; Engineering ethics; Construction engineering; Engineering management; Civil engineering; Aeronautics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002945161,0.00138287,0.001229517,0.001664367,0.0008983617,0.004678968,0.001281603,0.001795315,0.201527],"category_scores_gemma":[0.002179329,0.000347765,0.0008169397,0.0013395,0.0006851791,0.0020448,0.003007831,0.00230092,0.1021323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008990946,"about_ca_system_score_gemma":0.002580041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004339418,"about_ca_topic_score_gemma":0.01115953,"domain_scores_codex":[0.9981785,0.0003791638,0.00008410652,0.0001632205,0.0009693068,0.0002257396],"domain_scores_gemma":[0.9965041,0.0002993427,0.00009993923,0.0003755699,0.001950238,0.0007709626],"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":[0.0002452532,0.0002574449,0.0007891265,0.0002198119,0.00002447848,0.0001230982,0.00006727319,0.0007526157,0.003102967,0.003863328,0.7737429,0.2168119],"study_design_scores_gemma":[0.00001989914,0.00008846166,0.00195514,0.0001337279,0.00002042451,0.0001933555,0.00008046173,0.003024331,0.002416044,0.002391573,0.9896587,0.00001794306],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01809262,0.023819,0.1629119,0.01469533,0.1108967,0.0007855537,0.008670862,0.005269797,0.6548582],"genre_scores_gemma":[0.01933924,0.007294743,0.02702823,0.001170818,0.003452325,0.0002404536,0.0132822,0.001211039,0.926981],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.201527,"threshold_uncertainty_score":0.6741748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01305800574212481,"score_gpt":0.2155305628086931,"score_spread":0.2024725570665682,"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."}}