{"id":"W4206155304","doi":"10.1155/2022/4979496","title":"Modelling Road User Perceptions towards Safety, Comfort, and Chaos at Shared Space: The via Maqueda Case Study, Italy","year":2022,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perception; Cycling; Ordered logit; Unit (ring theory); Applied psychology; Psychology; Social psychology; Geography; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001350661,0.0004661937,0.0003120631,0.0008164988,0.0007163546,0.001632965,0.0008014407,0.001073519,0.002667439],"category_scores_gemma":[0.00424652,0.0002765123,0.0008363975,0.001203218,0.0006213064,0.001126033,0.001012291,0.0005461395,0.0002842877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00239856,"about_ca_system_score_gemma":0.0009346585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0603025,"about_ca_topic_score_gemma":0.06248953,"domain_scores_codex":[0.9990445,0.00060858,0.00002586446,0.0000825384,0.00006687792,0.0001716462],"domain_scores_gemma":[0.9975439,0.001668354,0.0002464042,0.0001730896,0.0002219069,0.00014635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009758173,0.004515237,0.7700459,0.0006675309,0.0003365109,0.01246116,0.04251312,0.1053912,0.002604992,0.0112566,0.004379261,0.0448526],"study_design_scores_gemma":[0.000195081,0.00290582,0.5728774,0.0004533287,0.000405525,0.002892149,0.1151682,0.2850206,0.001411927,0.002725142,0.01577189,0.000172988],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967347,0.00007333755,0.0007919341,0.0001058482,0.000002823665,0.00005334758,0.0001008928,0.000007946595,0.002129103],"genre_scores_gemma":[0.9980208,0.0001044453,0.001112514,0.00001203367,0.000003514825,0.00006701518,0.00008850206,0.000003553605,0.0005876572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0603025,"threshold_uncertainty_score":0.119903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02425370389300076,"score_gpt":0.3062964856073626,"score_spread":0.2820427817143618,"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."}}