{"id":"W4400235337","doi":"10.11159/iccste24","title":"Proceedings of the 9th International Conference on Civil, Structural and Transportation Engineering (ICCSTE 2024)","year":2024,"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":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Engineering; Construction engineering; Engineering management; Computer science; Civil engineering; Engineering ethics; Transport engineering","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":[0.002707558,0.001130988,0.001150236,0.001644568,0.000818307,0.004356885,0.001282217,0.001705877,0.1869899],"category_scores_gemma":[0.002582671,0.0003118704,0.0007109864,0.001300463,0.0006713994,0.00198136,0.002722106,0.002315093,0.114757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007738788,"about_ca_system_score_gemma":0.002405488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003419134,"about_ca_topic_score_gemma":0.007271994,"domain_scores_codex":[0.9983472,0.0003486956,0.00007868075,0.0001498699,0.0008983504,0.0001773286],"domain_scores_gemma":[0.9962519,0.0003087405,0.00008010063,0.0003900118,0.002199226,0.0007701017],"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":[0.0002054421,0.0001919279,0.0005853675,0.0001944288,0.00002218265,0.000105616,0.00006246843,0.0008573297,0.003023393,0.004873194,0.7937418,0.196137],"study_design_scores_gemma":[0.00001482999,0.00007679532,0.001262102,0.0001028541,0.00001823911,0.0001520637,0.00007005463,0.002789422,0.001804577,0.002510164,0.9911847,0.00001429722],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01337881,0.01767479,0.1564134,0.01368246,0.1006835,0.0005924048,0.007568018,0.005232657,0.6847739],"genre_scores_gemma":[0.01936851,0.006359745,0.03018351,0.001129739,0.003539358,0.0002364012,0.01340959,0.001219402,0.9245538],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1869899,"threshold_uncertainty_score":0.6255437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01303208803038921,"score_gpt":0.2197193016371196,"score_spread":0.2066872136067304,"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."}}