{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005210658,0.0004766263,0.0003291235,0.006749617,0.003848508,0.001933766,0.0007484976,0.0003104414,0.008476631],"category_scores_gemma":[0.00242024,0.0002625916,0.0005903483,0.01306917,0.0005671968,0.0004834927,0.001907962,0.0005542469,0.0007929202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02487219,"about_ca_system_score_gemma":0.04948922,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9953538,"about_ca_topic_score_gemma":0.9970708,"domain_scores_codex":[0.9991109,0.00006534468,0.00004256782,0.00009926505,0.000400426,0.0002815315],"domain_scores_gemma":[0.9962949,0.0002486378,0.0003830919,0.00007877929,0.002276975,0.0007175436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000207015,0.00009306486,0.7514461,0.00099036,0.0001030273,0.0007996695,0.02504346,0.0008119587,0.001016911,0.002809826,0.1220157,0.09466296],"study_design_scores_gemma":[0.000007172353,0.00003019814,0.8969886,0.0003803739,0.00003725976,0.0001417895,0.02988915,0.0005719439,0.0003132664,0.0002004945,0.07137037,0.00006944781],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7243554,0.002693773,0.001605175,0.003182852,0.0001384717,0.0004517904,0.2167647,0.0005734504,0.05023429],"genre_scores_gemma":[0.9394336,0.00239397,0.002713066,0.0004838455,0.00003137155,0.0003339658,0.03726292,0.00008936761,0.01725799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02487219,"threshold_uncertainty_score":0.1804613,"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."}}