{"id":"W4400962171","doi":"10.1007/978-3-031-65668-2_15","title":"Estate 360: AI-Driven Centralized Real Estate Platform","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"3D Modeling in Geospatial Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Computer science; Real estate; Estate; Real-time computing; Finance; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001852735,0.0004703013,0.0003795589,0.0004238813,0.0001055295,0.0002676244,0.0009159105,0.000261636,0.00003140868],"category_scores_gemma":[0.000009585138,0.0004575116,0.0001077318,0.0003033823,0.0003048503,0.0002115095,0.0002963949,0.0009312109,0.00024214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004443341,"about_ca_system_score_gemma":0.0001625569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001272667,"about_ca_topic_score_gemma":0.0005714942,"domain_scores_codex":[0.9976631,0.000003254268,0.0004567594,0.0007767731,0.0005004493,0.0005996401],"domain_scores_gemma":[0.9988382,0.0001352194,0.00006181984,0.0007069881,0.00009811045,0.0001596292],"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":[0.000001674001,0.000003621843,0.000002876279,0.00006022411,0.00001232133,0.00001940036,0.0005947056,0.7103557,0.0001108432,0.001800821,0.00004007393,0.2869977],"study_design_scores_gemma":[0.0001150586,0.00002499009,0.000006935786,0.0002490643,0.00002012878,0.00001770982,1.221086e-7,0.940834,0.0005512744,0.04832675,0.009386566,0.0004673544],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0004753766,0.00009356385,0.9775208,0.0003636201,0.00140049,0.0004133303,0.0000496284,0.0006993189,0.01898383],"genre_scores_gemma":[0.2350351,0.005281659,0.754604,0.0007407477,0.001844324,0.0001193097,0.0001927105,0.0005031636,0.001678941],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2865304,"threshold_uncertainty_score":0.9997877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01390037942128331,"score_gpt":0.2410640380213491,"score_spread":0.2271636586000658,"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."}}