{"id":"W4410191905","doi":"10.1016/j.tbs.2025.101042","title":"Green stormwater infrastructure and active mobility: A case study investigating the effects of bioswales on individuals’ perceptions","year":2025,"lang":"en","type":"article","venue":"Travel Behaviour and Society","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds de Recherche du Québec-Société et Culture; Transportation Association of Canada Foundation","keywords":"Stormwater; Green infrastructure; Business; Stormwater management; Perception; Environmental planning; Environmental health; Environmental science; Psychology; Medicine; Ecology; Surface runoff","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004242012,0.0001194375,0.0001787325,0.00002218633,0.000798561,0.00004661335,0.0001079828,0.0001129108,0.00001277643],"category_scores_gemma":[0.00003386201,0.00008094215,0.00007754695,0.000188624,0.0008578941,0.0001207045,0.00003884054,0.000256199,1.03939e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003412648,"about_ca_system_score_gemma":0.00009210988,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01045296,"about_ca_topic_score_gemma":0.002985214,"domain_scores_codex":[0.9990781,0.0001654186,0.0001682616,0.0002457598,0.0001813312,0.0001611547],"domain_scores_gemma":[0.9994563,0.0002237561,0.00005789513,0.0001448026,0.00004940247,0.00006784584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001880356,0.0001112116,0.7595223,0.00003841626,0.00003207069,0.000004087,0.2381061,9.236581e-8,0.0001700329,0.0000769785,0.00002915261,0.00190764],"study_design_scores_gemma":[0.0003043472,0.00006694674,0.8069267,0.00002398056,0.000138226,9.380222e-7,0.1918371,0.000002473345,0.0001511537,0.0004794687,0.000003643862,0.00006501327],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998809,0.00005336852,0.000007888868,0.0002098839,0.00005920919,0.0006871459,0.00003524958,0.00002120429,0.0001170493],"genre_scores_gemma":[0.9995704,0.00001832102,0.00005687895,0.0001262025,0.00002649932,0.00003023935,0.000003145853,0.000004501787,0.0001638626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04740445,"threshold_uncertainty_score":0.9961365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01694515668639804,"score_gpt":0.3085092628236464,"score_spread":0.2915641061372484,"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."}}