{"id":"W4415560350","doi":"10.3390/app152111418","title":"Microscopic Behavioral and Psychological Analysis of Road User Interactions in Shared Spaces","year":2025,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University Canada West","funders":"","keywords":"Shared space; Space (punctuation); Key (lock); Risk perception; Point (geometry); Poison control","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004780985,0.0002503989,0.000187673,0.0009959072,0.000724134,0.0007708038,0.0002570582,0.0002729292,0.001618344],"category_scores_gemma":[0.002219204,0.0001283191,0.0002924014,0.0007077385,0.0005121651,0.000887085,0.001185476,0.0002969599,0.0001556139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004857051,"about_ca_system_score_gemma":0.0002855511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00675292,"about_ca_topic_score_gemma":0.01276133,"domain_scores_codex":[0.9993395,0.0002726863,0.00004933209,0.0001099705,0.0001370026,0.00009148169],"domain_scores_gemma":[0.9986959,0.0003940296,0.000439663,0.0001127005,0.0001829236,0.0001748295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001076166,0.000155347,0.9543464,0.00008473847,0.00007933953,0.0002647008,0.02434344,0.0009484943,0.003495309,0.0005119054,0.0002501426,0.01541259],"study_design_scores_gemma":[0.000002696594,0.0001217549,0.9651551,0.00001096173,0.00001854075,0.0001102942,0.03046007,0.002810176,0.0003808026,0.0002050909,0.0007038651,0.00002055153],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988048,0.00001285318,0.0006597374,0.00001168632,9.271146e-7,0.00001085325,0.00005239577,0.000003395241,0.0004433278],"genre_scores_gemma":[0.9993493,0.0000131945,0.0003844533,0.000004272211,9.075076e-7,0.00001383824,0.00007423246,0.000001061656,0.0001586713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00675292,"threshold_uncertainty_score":0.0134272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03328237760417038,"score_gpt":0.336611951617477,"score_spread":0.3033295740133066,"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."}}