{"id":"W2913747334","doi":"10.1007/s00484-018-01663-0","title":"The heat penalty of walkable neighbourhoods","year":2019,"lang":"en","type":"article","venue":"International Journal of Biometeorology","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Walkability; Neighbourhood (mathematics); Urban heat island; Geography; Poison control; Environmental science; Environmental health; Transport engineering; Built environment; Civil engineering; Mathematics; Meteorology; Engineering; Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006444061,0.00006151311,0.0001476294,0.0000956995,0.00003542764,0.00001539456,0.0004982915,0.00004914127,0.00383077],"category_scores_gemma":[0.00007278099,0.00003816637,0.00007847901,0.0001187412,0.0001196086,0.0001386519,0.0001265193,0.0001180588,0.000234896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001047551,"about_ca_system_score_gemma":0.0000227492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001127038,"about_ca_topic_score_gemma":0.00003911611,"domain_scores_codex":[0.9989207,0.00005165147,0.0003887943,0.00007341205,0.0003799895,0.0001854649],"domain_scores_gemma":[0.999241,0.0002221576,0.000277298,0.0001082216,0.00007089549,0.00008044106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001455552,0.0003482583,0.6242114,0.00002053727,0.0002594688,0.00007646426,0.001110827,0.0006784511,0.2541769,0.00170436,0.02741984,0.088538],"study_design_scores_gemma":[0.003299595,0.002935686,0.7525017,0.00008491261,0.00004420007,0.001273895,0.0004437601,0.001070491,0.01888887,0.01292057,0.2062777,0.0002587165],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983797,0.000224603,0.00005010235,0.008622642,0.001538684,0.00005799635,0.000007292655,0.000002303197,0.005699406],"genre_scores_gemma":[0.9981728,0.0004189542,0.0001930787,0.0008105338,0.0001412136,6.499223e-7,0.000001411881,0.000005195879,0.0002561969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.235288,"threshold_uncertainty_score":0.9970798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01438742852935317,"score_gpt":0.2979843293883612,"score_spread":0.283596900859008,"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."}}