{"id":"W4408317885","doi":"10.1111/cag.70005","title":"Top pedestrian concerns in Canada mapped on WalkRollMap.org","year":2025,"lang":"en","type":"article","venue":"Canadian Geographies / Géographies canadiennes","topic":"Human Mobility and Location-Based Analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique; University of Saskatchewan; Simon Fraser University; University of Victoria","funders":"Canadian Institutes of Health Research; Public Health Agency; Public Health Agency of Canada","keywords":"Pedestrian; Geography; Archaeology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0006399773,0.0003692785,0.0005075363,0.005020048,0.001576383,0.0001435826,0.000823437,0.000215839,0.0005990781],"category_scores_gemma":[0.0004512619,0.0004245407,0.0002587661,0.01024098,0.001323366,0.0001652384,0.00002676613,0.0004084256,0.00001267821],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00195296,"about_ca_system_score_gemma":0.01128247,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9999796,"about_ca_topic_score_gemma":0.9999999,"domain_scores_codex":[0.9964224,0.000329967,0.0005613189,0.0006959504,0.0004271739,0.001563231],"domain_scores_gemma":[0.9974303,0.0004336859,0.00011458,0.000638785,0.0002320306,0.001150617],"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":[0.00002471595,0.00002790568,0.9318877,0.00004633914,0.0001476192,0.0001150685,0.003150502,0.0001766652,0.000001745182,0.03783066,0.01284997,0.01374113],"study_design_scores_gemma":[0.0005877296,0.00004874093,0.3925573,0.0001565882,0.00007782387,6.107262e-7,0.08132736,0.00004298343,0.00001240997,0.002565272,0.5219474,0.0006757315],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9358252,0.0009424633,0.00000208391,0.01251766,0.0009241697,0.0005928126,0.0001759479,0.00006954277,0.04895015],"genre_scores_gemma":[0.9935374,0.001002733,0.000007004392,0.003153643,0.0001467872,0.0001252053,0.00007573099,0.00002038362,0.001931119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5393304,"threshold_uncertainty_score":0.9998206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01228684396212732,"score_gpt":0.2415270362154287,"score_spread":0.2292401922533014,"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."}}