{"id":"W4320065998","doi":"10.1289/isee.2022.p-0786","title":"Quantification of green and walkable neighbourhoods across the distribution of social and material deprivation in Metro Vancouver, Canada","year":2022,"lang":"en","type":"article","venue":"ISEE Conference Abstracts","topic":"Urban Green Space and Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Community College; University of British Columbia","funders":"","keywords":"Neighbourhood (mathematics); Walkability; Social deprivation; Geography; Built environment; Land cover; Land use; Environmental health; Ecology; Mathematics; Biology; Medicine","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":[0.0003407574,0.0000573705,0.0001081755,0.000009157968,0.0001718462,0.00001087621,0.00009833197,0.00002521311,0.0001833168],"category_scores_gemma":[0.00001669233,0.00005065849,0.000008172472,0.0001129349,0.000104806,0.0001086583,0.0001083319,0.00008440637,3.74822e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00013384,"about_ca_system_score_gemma":0.00008677366,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7734686,"about_ca_topic_score_gemma":0.9549868,"domain_scores_codex":[0.9992427,0.00004640199,0.0002168672,0.0001341296,0.0002201439,0.0001397492],"domain_scores_gemma":[0.9996461,0.0000361768,0.0001897071,0.00008897776,0.00001204066,0.00002697391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001184909,0.00007933918,0.9716908,0.00005354003,0.00000745527,0.000002153228,0.002154194,0.002231688,0.01412846,0.0006325559,0.002288379,0.006612903],"study_design_scores_gemma":[0.0001848384,0.00003187279,0.9953427,0.000003094462,0.000004297867,3.335224e-7,0.001748029,0.0001573791,0.00154435,0.0002352618,0.0006975749,0.00005022168],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990075,0.00001151242,0.00002704028,0.000482648,0.0000949826,0.0001388852,0.0001520067,0.000002566775,0.00008285175],"genre_scores_gemma":[0.9998262,0.000009469428,0.00001211117,0.00003270048,0.000009630418,0.00001039456,0.00003929342,0.000002961767,0.00005726013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1815182,"threshold_uncertainty_score":0.2280399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02194529970441267,"score_gpt":0.255283066400481,"score_spread":0.2333377666960684,"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."}}