{"id":"W6977554890","doi":"10.6084/m9.figshare.27244720.v1","title":"Blinders of extreme heat adaptation: uneven urban development and the reproduction of vulnerabilities","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urban planning; Framing (construction); Vulnerability (computing); Adaptation (eye); Agency (philosophy); Corporate governance; Climate change; Urban heat island","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006989861,0.000408672,0.0003632905,0.001425828,0.00793418,0.00666583,0.0009628284,0.001261051,0.003581766],"category_scores_gemma":[0.00922156,0.0002846083,0.0002809153,0.001173392,0.05117329,0.003740351,0.01183956,0.002111536,0.0001699687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008244211,"about_ca_system_score_gemma":0.007898621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09345644,"about_ca_topic_score_gemma":0.1685094,"domain_scores_codex":[0.9946316,0.003583148,0.0000876369,0.0002853865,0.0006132228,0.0007989752],"domain_scores_gemma":[0.9953941,0.002066747,0.0006912072,0.0008268073,0.0004699821,0.0005512067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00008557608,0.00003408951,0.04251608,0.0001848382,0.00005918615,0.0008772852,0.420746,0.001780067,0.000972967,0.4613126,0.005796768,0.06563447],"study_design_scores_gemma":[0.00001996332,0.00008825299,0.06019718,0.0008102127,0.00006194947,0.0007374666,0.4804891,0.001291782,0.001484053,0.2583232,0.1963371,0.0001596878],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6894255,0.005774297,0.02676133,0.06965011,0.0003294459,0.000108761,0.0001519452,0.0001657188,0.2076329],"genre_scores_gemma":[0.9963231,0.000509693,0.0006870594,0.000491547,0.00001779843,0.00001424237,0.000006789755,0.00001425126,0.001935468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09345644,"threshold_uncertainty_score":0.1858249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05311263525118014,"score_gpt":0.2232120289230265,"score_spread":0.1700993936718464,"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."}}