{"id":"W7127064345","doi":"10.18357/wg22201636","title":"Assessing walkability","year":2016,"lang":"","type":"article","venue":"Western Geography","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity Western University","funders":"","keywords":"Walkability; Pedestrian; Index (typography); Catchment area; Built environment; Quality (philosophy)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001578751,0.0004123311,0.0005412318,0.0002114,0.0006553021,0.0006782003,0.0008974668,0.0003685245,0.002769578],"category_scores_gemma":[0.00006795511,0.0002887077,0.0007288329,0.001075344,0.001699694,0.002932122,0.0001045499,0.0002392482,0.0005835378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009533937,"about_ca_system_score_gemma":0.0002549059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00122701,"about_ca_topic_score_gemma":0.001421216,"domain_scores_codex":[0.9956118,0.0004510072,0.0007831659,0.001170732,0.0008975606,0.001085737],"domain_scores_gemma":[0.9976935,0.0004179261,0.0003410309,0.0009504861,0.0002072175,0.0003898163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002164591,0.0002472463,0.9410329,0.0000708603,0.0000556758,0.000005481488,0.001054158,1.241325e-7,0.0002582037,0.00007775571,0.0000369314,0.057139],"study_design_scores_gemma":[0.0005943957,0.00005969706,0.9743011,0.0002506956,0.00009130679,1.983346e-7,0.0006075932,0.000001072723,0.0001779044,0.002783457,0.02063664,0.0004959218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763878,0.0006950966,0.001152773,0.002563018,0.002173735,0.0005355368,0.00004672977,0.0001765231,0.01626876],"genre_scores_gemma":[0.9975972,0.0001714924,0.00007806388,0.0002513145,0.0005250519,0.0000140242,0.000003893963,0.00002922174,0.001329717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05664308,"threshold_uncertainty_score":0.9999565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02853879674833667,"score_gpt":0.3182757825845097,"score_spread":0.289736985836173,"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."}}