{"id":"W3216622136","doi":"10.3389/frwa.2021.754679","title":"Reading an Urban Palimpsest: How the Gradual Loss of an Urban Stream Impacts Urban Form's Connections and Ecosystem Functions","year":2021,"lang":"en","type":"article","venue":"Frontiers in Water","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Urban ecosystem; Geography; Ecosystem services; Environmental resource management; Urban planning; Civil engineering; Environmental planning; Ecosystem; Environmental science; Engineering; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003117181,0.0001790115,0.0002550448,0.00006156078,0.0002890043,0.000133259,0.0002027708,0.00009829889,0.0001387758],"category_scores_gemma":[0.000009961896,0.000106828,0.00005598359,0.0001915519,0.00004597213,0.0008547191,0.00011398,0.0001295868,0.0000167392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001175752,"about_ca_system_score_gemma":0.00001273943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004976737,"about_ca_topic_score_gemma":0.004510786,"domain_scores_codex":[0.9986215,0.000159719,0.000250733,0.0003681911,0.0001955561,0.0004043215],"domain_scores_gemma":[0.9992695,0.00002446972,0.00007641452,0.0004454074,0.00001637265,0.0001677661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002560974,0.0001137819,0.9838086,0.00005272163,0.00004758571,0.00002500119,0.006109253,0.000187584,0.001127517,0.0000221907,0.008212205,0.0002679894],"study_design_scores_gemma":[0.004501251,0.001590641,0.7281303,0.0004639749,0.0005391929,0.0005980234,0.06901735,0.03917301,0.05487147,0.002277734,0.09677342,0.002063594],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978177,0.000104076,0.0001264731,0.0004726543,0.0006782854,0.0001990375,0.00006243292,0.00003298401,0.0005063557],"genre_scores_gemma":[0.9990362,0.00002811094,0.0001927353,0.00006895847,0.0001397244,0.00002328318,0.0001031274,0.00002046198,0.0003873807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2556782,"threshold_uncertainty_score":0.4356321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008400425212680727,"score_gpt":0.194643048651906,"score_spread":0.1862426234392253,"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."}}