{"id":"W4407483435","doi":"10.62973/24-057","title":"Enabling information continuity across BIM-GIS domains: A bSI and OGC strategic roadmap","year":2025,"lang":"en","type":"report","venue":"","topic":"3D Modeling in Geospatial Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Neurotrauma Foundation","funders":"","keywords":"Computer science; Process management; Data science; Business; Environmental resource management; Environmental planning; Geography; Environmental science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006449005,0.000367974,0.0004554034,0.0001857232,0.0001536283,0.0003380054,0.0002308681,0.0005171062,0.00004064721],"category_scores_gemma":[0.00009249205,0.0003720353,0.00009694256,0.0002911551,0.00004766495,0.0003492563,0.0001380218,0.000519564,0.00004217234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002857094,"about_ca_system_score_gemma":0.0003219204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001522146,"about_ca_topic_score_gemma":0.0009044795,"domain_scores_codex":[0.9981331,0.00001179759,0.0007628731,0.000264427,0.0004337436,0.0003940677],"domain_scores_gemma":[0.9987094,0.00007983702,0.0001524907,0.0005129091,0.0004440486,0.0001013512],"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":[0.00003553275,0.0001886841,0.001309602,0.01741278,0.001962188,0.00002297818,0.005606055,0.3133512,0.0007084061,0.03153991,0.04937893,0.5784837],"study_design_scores_gemma":[0.00102232,0.0000435051,0.0008604756,0.00101684,0.0002668584,0.00005682089,0.001282675,0.2952964,0.0004513576,0.007110657,0.690765,0.001827061],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0298044,0.002780593,0.436556,0.0001067628,0.00173624,0.002023571,0.000778362,0.002609076,0.523605],"genre_scores_gemma":[0.9615149,0.01040867,0.01669081,0.0001526916,0.000710653,0.0008342527,0.002249035,0.0001234061,0.007315584],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9317105,"threshold_uncertainty_score":0.9998732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0237648592630628,"score_gpt":0.2837151342412522,"score_spread":0.2599502749781893,"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."}}