{"id":"W4211197126","doi":"10.1007/978-3-030-45216-2_7","title":"Urban Soils","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Geography; Census; Population; Pace; Socioeconomics; Megacity; Environmental protection; Demography; Economy; Economics","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":["insufficient_payload"],"category_scores_codex":[0.00003156846,0.000160084,0.000151148,0.00001326918,0.00003532361,0.00002289432,0.0001361169,0.000142994,0.06265499],"category_scores_gemma":[0.000004341228,0.0001479383,0.00006663511,0.000009154171,0.0001227192,0.0000643035,0.0001817643,0.00009196008,0.03639312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000089206,"about_ca_system_score_gemma":0.000005361502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006399406,"about_ca_topic_score_gemma":0.00003683686,"domain_scores_codex":[0.9992633,0.000003628997,0.0001505287,0.0002851832,0.0001974018,0.0000999636],"domain_scores_gemma":[0.9996514,0.000006538409,0.0000688569,0.0001929582,0.000001666242,0.00007852823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001914089,0.000005434551,0.003381728,0.00001866012,0.00004178982,0.00003637249,0.00006270403,0.000005568591,0.004610128,0.1938708,0.792134,0.005813702],"study_design_scores_gemma":[0.00005918746,0.00002333977,0.0004605965,0.00000772681,0.00001897307,0.00001378588,0.000001357482,0.00001014718,0.0006394901,0.01090192,0.9876462,0.0002172803],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006916463,0.000007961867,0.00004970942,0.0001919761,0.0005564385,0.0001158318,0.000009476298,0.0001188178,0.9982581],"genre_scores_gemma":[0.01414583,0.00001050129,0.0008901014,0.0006385886,0.0004275372,0.000004208122,0.00002934247,0.00005588185,0.983798],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1955122,"threshold_uncertainty_score":0.9643571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01158108733447519,"score_gpt":0.1841489580499445,"score_spread":0.1725678707154693,"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."}}