{"id":"W2034976730","doi":"10.1289/ehp.113-a456","title":"Paving Paradise: The Peril of Impervious Surfaces","year":2005,"lang":"en","type":"article","venue":"Environmental Health Perspectives","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":146,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Impervious surface; Quarter (Canadian coin); Paradise; Expansive; Surface runoff; Archaeology; Geography; History; Art history; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003173784,0.0001759483,0.0001786627,0.00002940795,0.0004612492,0.00001492481,0.0003410361,0.00003339653,0.004766056],"category_scores_gemma":[0.000006865564,0.0001350593,0.00008648739,0.0001228251,0.0007152793,0.0002814888,0.0002947406,0.0001531447,0.0006103052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009991295,"about_ca_system_score_gemma":0.00001163935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006794779,"about_ca_topic_score_gemma":0.0001885264,"domain_scores_codex":[0.9983976,0.0001320346,0.0002978099,0.0003712902,0.0003802995,0.0004209466],"domain_scores_gemma":[0.9992751,0.00004660862,0.0001565496,0.0004027479,0.000001025949,0.0001179849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001317429,0.004381826,0.5134195,0.00009230371,0.0002382903,0.00000983498,0.3221433,0.02858951,0.01486059,0.003400381,0.05497727,0.05775552],"study_design_scores_gemma":[0.0005349964,0.0002948077,0.8686673,0.00001568548,0.00002356465,0.00001287334,0.038971,0.001713792,0.0004188695,0.0002190103,0.08878926,0.0003388056],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833133,0.002883517,0.0001108731,0.006079286,0.00006898529,0.0005030652,0.00002985648,0.00005114321,0.006959965],"genre_scores_gemma":[0.9956643,0.0005806964,0.001310974,0.0003732922,0.00006550145,0.00003018732,0.000005493201,0.00002080418,0.00194874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3552479,"threshold_uncertainty_score":0.9961437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009070177836667685,"score_gpt":0.2419376417075794,"score_spread":0.2328674638709117,"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."}}