{"id":"W4401710629","doi":"10.1007/978-3-031-60419-5_9","title":"Pedestrian-Involved Safety Analysis in Ottawa at Traffic Analysis Zone","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Pedestrian; Transport engineering; Geography; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0003548145,0.0006685268,0.0005725744,0.001914139,0.002701291,0.001966879,0.00182017,0.0006051481,0.006718062],"category_scores_gemma":[0.001048926,0.0004817997,0.001076301,0.002602271,0.0009330017,0.0007852288,0.0008662072,0.0006140621,0.0007423051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02353868,"about_ca_system_score_gemma":0.01640934,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9807737,"about_ca_topic_score_gemma":0.9917547,"domain_scores_codex":[0.999391,0.00006809977,0.00002354848,0.00009833216,0.0001901197,0.0002288619],"domain_scores_gemma":[0.9993685,0.0001194972,0.00004209141,0.00003268957,0.0003340559,0.0001031989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.001383633,0.0004058598,0.4026462,0.0003636302,0.0004248747,0.002122248,0.0052072,0.4468392,0.004303394,0.02747807,0.03220265,0.07662298],"study_design_scores_gemma":[0.00002998971,0.0002573044,0.6217079,0.0001352099,0.0004369503,0.0002954358,0.02320967,0.3210775,0.00366898,0.008070745,0.02087378,0.0002367433],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9547041,0.0006261414,0.003633638,0.0003630342,0.00006346957,0.00007889859,0.007891101,0.0001853386,0.03245433],"genre_scores_gemma":[0.9679917,0.0003446239,0.002091081,0.00002944604,0.000008161421,0.00001698832,0.002873557,0.00005411113,0.02659027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02353868,"threshold_uncertainty_score":0.1707858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006477777888148203,"score_gpt":0.1917121836262707,"score_spread":0.1852344057381225,"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."}}