{"id":"W4312783890","doi":"10.2139/ssrn.4236019","title":"Automating the Conversion of 2d Building Plans to 3d Models","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"3D Modeling in Geospatial Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Lakehead University","funders":"","keywords":"Computer science; Business","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":[0.0008486537,0.00008507659,0.000100019,0.00008039921,0.0003589744,0.00001479901,0.0003689058,0.00002012562,0.00002492566],"category_scores_gemma":[0.00001077436,0.0000750843,0.00005206075,0.0002121153,0.00001032048,0.00006912684,0.00008431596,0.001072946,0.000004557593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006387409,"about_ca_system_score_gemma":0.0002477488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005559525,"about_ca_topic_score_gemma":0.0000438628,"domain_scores_codex":[0.9986293,0.00003229362,0.0002319754,0.00008776439,0.0002483111,0.0007704003],"domain_scores_gemma":[0.9996532,0.00005163412,0.00006026476,0.0001627723,0.00003330097,0.00003888208],"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":[0.000003809088,0.000008342798,0.00003919063,0.000005661518,0.00003880221,2.134754e-7,0.0004311958,0.9678509,0.003763847,0.0233771,0.00007770733,0.004403239],"study_design_scores_gemma":[0.0001542967,0.00007972251,0.00002355115,0.000009840174,0.00002141188,0.0001014266,0.0008700887,0.963582,0.0006554803,0.03380021,0.0005987352,0.0001032037],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3947277,0.0003653671,0.6039972,0.0002638412,0.0001246697,0.0001253452,0.000008078288,0.00008309353,0.0003047227],"genre_scores_gemma":[0.9964151,0.0001234331,0.003244594,0.00004519836,0.00007131287,0.00003044302,0.000002291288,0.00002576246,0.00004181611],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6016874,"threshold_uncertainty_score":0.4661475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007866936509057967,"score_gpt":0.21265632901529,"score_spread":0.2047893925062321,"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."}}