{"id":"W1973850870","doi":"10.1068/b34054","title":"Local Environmental Impacts of Alternative Forms of Residential Development","year":2009,"lang":"en","type":"article","venue":"Environment and Planning B Planning and Design","topic":"Urban Green Space and Health","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Urbanism; New Urbanism; Vegetation (pathology); Environmental planning; Geography; Work (physics); Urban planning; Environmental resource management; Environmental science; Civil engineering; Engineering; Architecture","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003931964,0.0001976267,0.0002664342,0.00006600982,0.0001458266,0.00001257178,0.00009794229,0.00008557112,0.0001493093],"category_scores_gemma":[0.000008366287,0.0001726904,0.00002808752,0.00004098646,0.0002570873,0.0001668494,0.00007788296,0.00013011,0.00001335772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006225113,"about_ca_system_score_gemma":0.00001300097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007428246,"about_ca_topic_score_gemma":0.000001777972,"domain_scores_codex":[0.9986851,0.00005318105,0.00033274,0.0002964542,0.000337878,0.0002946443],"domain_scores_gemma":[0.9993923,0.0001111572,0.0002069834,0.0001251284,7.925884e-7,0.0001636061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003636809,0.0001318861,0.9526315,0.00002444764,0.00004088751,0.00003982214,0.009174255,0.009376342,0.01188632,0.00003150352,0.0008225777,0.01547672],"study_design_scores_gemma":[0.0008999813,0.0009093698,0.9734093,0.0001358402,0.00003578332,0.00002366635,0.00102913,0.001998137,0.01927677,0.0005212253,0.001426252,0.0003345538],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9598399,0.00103532,0.03833672,0.00003636522,0.00002241165,0.0001904133,0.000005766089,0.00001190205,0.0005211779],"genre_scores_gemma":[0.9935563,0.0001796248,0.006046925,0.00007639547,0.0000194225,0.000003103987,0.00001314166,0.000009622723,0.00009546635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03371638,"threshold_uncertainty_score":0.7042111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02423703920939289,"score_gpt":0.245842837312941,"score_spread":0.2216057981035482,"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."}}