{"id":"W4409800006","doi":"10.11159/csee25","title":"Proceedings of the 10th World Congress on Civil, Structural, and Environmental Engineering","year":2025,"lang":"en","type":"paratext","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"New Jersey Department of Transportation; U.S. Department of Transportation","keywords":"Computer science; Engineering; Political science","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":[0.001730795,0.001266211,0.0007126266,0.001385409,0.001314963,0.006363173,0.0008728843,0.001642854,0.2715634],"category_scores_gemma":[0.001819732,0.0001831677,0.0004109322,0.001188598,0.0007663245,0.002893263,0.002276048,0.002699832,0.1232882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001608982,"about_ca_system_score_gemma":0.002936194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002580865,"about_ca_topic_score_gemma":0.007841504,"domain_scores_codex":[0.9989429,0.0001682814,0.00004450386,0.0001187322,0.0006010984,0.0001244577],"domain_scores_gemma":[0.9986961,0.0001761177,0.00005469632,0.00008734005,0.0006436144,0.0003422092],"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":[0.00003095464,0.00003529158,0.00009978967,0.0001090678,0.000003247521,0.00003355567,0.00004030214,0.0001049938,0.00028715,0.003586915,0.9521818,0.04348702],"study_design_scores_gemma":[0.000001853318,0.000007567947,0.0002585504,0.00006301852,0.000001076299,0.00002039816,0.0000431081,0.00007033269,0.0000896295,0.0005101771,0.9989317,0.000002644128],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002383876,0.01492632,0.00452486,0.01699748,0.07086706,0.0002775045,0.003069692,0.0004789666,0.8864743],"genre_scores_gemma":[0.004260211,0.004836318,0.001112196,0.0009594455,0.003073143,0.0001133884,0.002046586,0.0002086368,0.98339],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2715634,"threshold_uncertainty_score":0.9084701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004222973071937359,"score_gpt":0.180159530473836,"score_spread":0.1759365574018987,"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."}}