{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007656603,0.0001709085,0.0002012846,0.0073385,0.0004671779,0.001388055,0.0004328596,0.000369495,0.002159912],"category_scores_gemma":[0.003985824,0.0001219629,0.0001647805,0.01006657,0.0004323897,0.001039624,0.001105351,0.0003077657,0.0007684394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002130093,"about_ca_system_score_gemma":0.0009951224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1247605,"about_ca_topic_score_gemma":0.1947444,"domain_scores_codex":[0.9994214,0.00009882515,0.00005175952,0.0001140189,0.0002309351,0.00008325063],"domain_scores_gemma":[0.9977089,0.000591312,0.0005450805,0.0005263091,0.0005312566,0.00009703298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000258564,0.00008321341,0.5003218,0.001012211,0.0001534201,0.001640597,0.01365826,0.007903513,0.006958615,0.008784488,0.04869981,0.4105254],"study_design_scores_gemma":[0.000009459077,0.00001438943,0.8407292,0.0002682601,0.00002848247,0.0003173592,0.005387164,0.003576601,0.002109425,0.000730807,0.1467971,0.00003177213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8121946,0.003149703,0.007347786,0.0009324594,0.00005688472,0.000116008,0.1580412,0.0008381685,0.01732312],"genre_scores_gemma":[0.8605146,0.001187863,0.01200308,0.00005929076,0.00005263592,0.0001804777,0.1219813,0.0002608866,0.003759892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1247605,"threshold_uncertainty_score":0.2480685,"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."}}