{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000120962,0.0006303932,0.0005182393,0.000377226,0.000158705,0.0001849808,0.0008302815,0.0002716422,0.001221892],"category_scores_gemma":[0.00003199307,0.0004924829,0.0002227088,0.0003334302,0.0001400781,0.0005477417,0.00003489944,0.000991262,0.000002647332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001594395,"about_ca_system_score_gemma":0.00005838318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005409536,"about_ca_topic_score_gemma":0.00006394971,"domain_scores_codex":[0.9972714,0.000004223657,0.0008978915,0.0005331375,0.0009916225,0.0003016928],"domain_scores_gemma":[0.9985839,0.00004340634,0.0005229778,0.0001158232,0.000635798,0.00009806443],"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":[0.000509828,0.00005411874,0.007473362,0.0036376,0.001666603,0.000002452528,0.005178121,0.08817986,0.1919468,0.6916143,0.003945132,0.005791856],"study_design_scores_gemma":[0.005023595,0.0006712879,0.2580982,0.0077752,0.0008945714,0.000168715,0.004642009,0.5836349,0.110419,0.007548266,0.01684508,0.004279252],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788843,0.0001780701,0.00009133448,0.0005486488,0.005920222,0.0008018153,0.001453466,0.0001439292,0.01197816],"genre_scores_gemma":[0.9976599,0.000431647,0.0001988558,0.00003215165,0.0002396523,0.0001265191,0.0002345421,0.00007241173,0.001004336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.684066,"threshold_uncertainty_score":0.9997527,"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."}}