{"id":"W4240006260","doi":"10.32920/ryerson.14647443.v1","title":"Synchronous collaborative 3D GIS with agent support","year":2021,"lang":"en","type":"preprint","venue":"","topic":"3D Modeling in Geospatial Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Usability; Collaborative software; The Internet; Knowledge management; Systems engineering; Human–computer interaction; World Wide Web; Engineering","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":[0.00006033318,0.0003163702,0.0003357248,0.00006347688,0.00004904326,0.0001215383,0.0002499188,0.00022471,0.0009039295],"category_scores_gemma":[0.000007223665,0.0002985167,0.00005324093,0.0002020587,0.00003778228,0.00004319176,0.0002332026,0.0004459645,0.0001176254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002306464,"about_ca_system_score_gemma":0.0003695154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001749224,"about_ca_topic_score_gemma":0.0006061942,"domain_scores_codex":[0.9988096,0.00001395433,0.0002787953,0.0004226113,0.0002248692,0.0002502168],"domain_scores_gemma":[0.9987798,0.00002626381,0.00005048884,0.0007628598,0.0002740492,0.0001065346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002691973,0.00003862368,0.00004086032,0.0001675903,0.0002230581,0.00002442829,0.0008597941,0.9925863,0.0001057992,0.0001384203,0.003553035,0.002259471],"study_design_scores_gemma":[0.0005672013,0.000145147,0.0007472314,0.0003844533,0.0003645582,0.00003445032,0.0009420669,0.9643589,0.007341051,0.0003323734,0.02273854,0.002044033],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03417974,0.0003609275,0.9137871,0.0001638036,0.0004905955,0.0008514583,0.0001417625,0.001068752,0.04895582],"genre_scores_gemma":[0.7715117,0.0002556838,0.2256843,0.00007580226,0.0001432334,0.0008065511,0.0006371789,0.0001068791,0.0007787246],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7373319,"threshold_uncertainty_score":0.9999467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009494855436125717,"score_gpt":0.2232648685887182,"score_spread":0.2137700131525925,"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."}}