{"id":"W2127495869","doi":"10.1016/j.healthplace.2012.09.013","title":"A model-based approach to select case sites for walkability audits","year":2012,"lang":"en","type":"article","venue":"Health & Place","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":52,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Walkability; Audit; Computer science; Pedestrian; Sample (material); Transport engineering; Scale (ratio); Built environment; Geography; Business; Engineering; Accounting","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":[],"consensus_categories":[],"category_scores_codex":[0.00284879,0.0001257356,0.0002326669,0.0000431075,0.0008468595,0.0000331494,0.000161938,0.00009630263,0.00003283767],"category_scores_gemma":[0.0002553975,0.0001180738,0.00008048556,0.0003387074,0.00008472182,0.0002461403,0.00001018649,0.0001241023,0.00001381874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003530911,"about_ca_system_score_gemma":0.0009643686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003490083,"about_ca_topic_score_gemma":0.009094326,"domain_scores_codex":[0.9981418,0.0001799707,0.0002734016,0.0003299587,0.0002407879,0.0008340966],"domain_scores_gemma":[0.9986322,0.0002708242,0.00008750089,0.0002443926,0.000104637,0.0006604309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008100376,0.003796859,0.7780723,0.002420118,0.00003522481,0.000008561574,0.1112294,0.005945584,0.00007618824,0.007935336,0.07485987,0.01481055],"study_design_scores_gemma":[0.007285888,0.001412745,0.1432092,0.0002176874,0.0002559946,0.00003282788,0.01568968,0.3444883,0.0008971037,0.005901124,0.4763692,0.00424026],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9116049,0.0004092566,0.07844018,0.003999393,0.0001767207,0.001970714,0.00009604126,0.0001746377,0.003128118],"genre_scores_gemma":[0.9788265,0.000002116996,0.01824523,0.001874507,0.0002990334,0.0001762151,0.00002855867,0.00001274339,0.0005350577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6348631,"threshold_uncertainty_score":0.6513444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0947124207270665,"score_gpt":0.3844725212799366,"score_spread":0.2897601005528701,"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."}}