{"id":"W4404893583","doi":"10.48088/ejg.si.spat.hum.e.hor.45.63","title":"The Birth and Life of Buildings: High-Resolution Analysis of Historical Building Trends through the Digitised Municipal Archive of Tel Aviv-Yafo","year":2024,"lang":"en","type":"article","venue":"European Journal of Geography","topic":"Archaeological Research and Protection","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Technion-Israel Institute of Technology; Azrieli Foundation","keywords":"Tel aviv; Architectural engineering; Geography; Cartography; Civil engineering; Library science; Computer science; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001729622,0.00009467209,0.0002677559,0.0005332333,0.0001787309,0.00003282562,0.0003639418,0.00001891145,0.00009647023],"category_scores_gemma":[0.0003169693,0.00004680971,0.0003471964,0.001344838,0.0005910211,0.0001425148,0.00005056426,0.0003382566,6.192211e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004654448,"about_ca_system_score_gemma":0.00002597969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001333454,"about_ca_topic_score_gemma":0.0001476346,"domain_scores_codex":[0.9979749,0.0007036009,0.0005383054,0.0001258049,0.0004590337,0.0001983902],"domain_scores_gemma":[0.9984004,0.0009153142,0.0003424909,0.0001397567,0.00008910466,0.0001129022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001736311,0.00006523616,0.1936979,0.0001321343,0.00332314,0.0001141981,0.004528747,0.01991214,0.001102538,0.002985603,0.0008755992,0.7715265],"study_design_scores_gemma":[0.0002878935,0.001969059,0.9593632,0.0001031384,0.0003472601,0.00001964774,0.0003489084,0.00464261,0.0001001286,0.004407855,0.02831247,0.00009785081],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9712445,0.01488756,0.01116335,0.000771526,0.0001783556,0.00006502538,0.00008760205,0.000009010456,0.001593033],"genre_scores_gemma":[0.9956062,0.002503988,0.001758611,0.00001594592,0.00008512522,1.650715e-7,0.000004418765,0.000003333396,0.00002219905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7714286,"threshold_uncertainty_score":0.2177642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01912592115855985,"score_gpt":0.2405775417868173,"score_spread":0.2214516206282575,"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."}}