{"id":"W7133003146","doi":"","title":"Image-Based Prediction of Building Attributes with Deep Learning","year":2023,"lang":"","type":"dissertation","venue":"TSpace","topic":"Remote-Sensing Image Classification","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Deep learning; Satellite; Feature (linguistics); Mean absolute error; Regression analysis; Regression; Mean absolute percentage error; Baseline (sea)","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":[0.0004737912,0.0006814023,0.0007432579,0.0006962441,0.0002602812,0.0001615526,0.0002555184,0.0005457874,0.00008686797],"category_scores_gemma":[0.0009142614,0.0007665449,0.0001986378,0.001396419,0.0001291443,0.0002608227,0.00002379852,0.001097839,0.0001161314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004159613,"about_ca_system_score_gemma":0.0001754449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002211625,"about_ca_topic_score_gemma":0.00006879058,"domain_scores_codex":[0.9969824,0.0001597048,0.0007887729,0.0007367091,0.0007224757,0.0006099573],"domain_scores_gemma":[0.9971166,0.00060071,0.00075385,0.0006329744,0.0007475093,0.0001483582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001925926,0.00004589088,0.001385028,0.00219439,0.0002463927,0.00002180356,0.004427691,0.3326394,0.6506969,0.00002490156,0.0001335051,0.00799154],"study_design_scores_gemma":[0.0008129496,0.0002484164,0.03130824,0.002386355,0.0003948133,0.000006891158,0.004044715,0.82546,0.1346053,0.00001397915,0.0001791391,0.0005392561],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.637164,0.000576514,0.356851,0.0002963989,0.001303289,0.000914977,0.00002210495,0.001209681,0.001662074],"genre_scores_gemma":[0.9499285,0.0002301255,0.0428256,0.000003306328,0.0002666734,0.00002896454,0.001951948,0.0004774214,0.004287479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5160916,"threshold_uncertainty_score":0.9994786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02128078211077546,"score_gpt":0.2841950506818666,"score_spread":0.2629142685710911,"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."}}