{"id":"W4409942764","doi":"10.32920/28840826.v1","title":"CREATING SAFER URBAN ENVIRONMENTS FOR CYCLISTS IN TORONTO - MRP - SMIRNOVA","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"SAFER; Computer science; Computer security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003725228,0.0007625954,0.000375031,0.001553277,0.00143909,0.001934391,0.0006829515,0.0005187778,0.005828654],"category_scores_gemma":[0.001278343,0.0003259134,0.0007971404,0.002389651,0.0005335904,0.0006378784,0.00164415,0.0004537422,0.002644839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005952553,"about_ca_system_score_gemma":0.005614781,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7735502,"about_ca_topic_score_gemma":0.9215665,"domain_scores_codex":[0.9995136,0.00008501647,0.00001982672,0.0001207627,0.0001406508,0.0001201999],"domain_scores_gemma":[0.999386,0.0000622573,0.00006048496,0.0001226439,0.0001921603,0.0001764624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001557767,0.0004470239,0.2931845,0.002665417,0.0006767391,0.00253665,0.006937071,0.0437372,0.007475258,0.009988042,0.4440541,0.1867402],"study_design_scores_gemma":[0.0001005676,0.0002571981,0.5639176,0.0008486359,0.0002288909,0.0004423452,0.01155802,0.05227422,0.004055017,0.002587649,0.3635285,0.0002013389],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5665497,0.004067676,0.01071147,0.002548499,0.0006104461,0.0006754904,0.3680364,0.003839304,0.04296096],"genre_scores_gemma":[0.5148333,0.00180436,0.01470973,0.0002892896,0.0001021917,0.0002747672,0.4472041,0.0005044497,0.02027792],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2264498,"threshold_uncertainty_score":0.4555668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009296597809034579,"score_gpt":0.2429440785017372,"score_spread":0.2336474806927026,"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."}}