{"id":"W4362650407","doi":"10.1007/978-3-031-25488-8_9","title":"Digital Contribution to Urban Planning and Architecture","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"3D Modeling in Geospatial Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Architecture; Computer science; Computer architecture; Geography; Archaeology","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":[],"consensus_categories":[],"category_scores_codex":[0.00002369744,0.0001804548,0.0001572036,0.0001055666,0.00003519904,0.00006214145,0.00007468864,0.0001654317,0.00001999141],"category_scores_gemma":[0.00001321729,0.0001845519,0.00003257814,0.00002231135,0.00001386873,0.00002561509,0.00005303665,0.0002134849,0.0002981949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003436481,"about_ca_system_score_gemma":0.000006135382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001352768,"about_ca_topic_score_gemma":0.000004865516,"domain_scores_codex":[0.9994279,5.456411e-7,0.0001459436,0.0001835959,0.00009985625,0.0001422028],"domain_scores_gemma":[0.9996459,0.00004569282,0.00001446175,0.000171405,0.00003133579,0.00009112835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001165756,0.000005380931,0.00008823171,0.000153533,0.0002670969,0.0000210528,0.000542198,0.4813275,0.0002293466,0.4072427,0.03948779,0.07062352],"study_design_scores_gemma":[0.0001607928,0.00004033763,0.00007331544,0.0002756603,0.00004218117,0.00001087215,0.000004365577,0.02461041,0.00005775599,0.03519754,0.9388229,0.000703851],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.00008916606,0.0001568567,0.5352234,0.0001230986,0.0001390612,0.0003459997,0.0002314399,0.001202162,0.4624888],"genre_scores_gemma":[0.05962368,0.00003638334,0.005470081,0.0001572848,0.0007692991,0.0001199419,0.0009634017,0.0003359886,0.932524],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8993351,"threshold_uncertainty_score":0.7525806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01163575557982633,"score_gpt":0.2088132968747722,"score_spread":0.1971775412949458,"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."}}