{"id":"W4416015762","doi":"10.1016/j.jtrangeo.2025.104475","title":"Calculated and perceived accessibility: A path analysis to evaluate satisfaction with access to green spaces","year":2025,"lang":"en","type":"article","venue":"Journal of Transport Geography","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Institut de Valorisation des Données; Mitacs","keywords":"Perception; Land use; Quality (philosophy); Park and ride; Survey data collection; Path analysis (statistics); Questionnaire; Human factors and ergonomics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00264723,0.0005280199,0.0005048491,0.002220361,0.0005367502,0.001639054,0.0006188437,0.0004853415,0.00910873],"category_scores_gemma":[0.008945299,0.0002811862,0.001737876,0.003224039,0.0006537947,0.001143412,0.001195011,0.001088843,0.0004945761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001160256,"about_ca_system_score_gemma":0.002048978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0131894,"about_ca_topic_score_gemma":0.01146951,"domain_scores_codex":[0.9983844,0.000801419,0.0001375318,0.0001714249,0.0003093648,0.0001958787],"domain_scores_gemma":[0.9919726,0.00493129,0.001163367,0.0002294448,0.001172147,0.0005312247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002672605,0.0005038469,0.954707,0.0002136671,0.0003912405,0.0001746701,0.004736883,0.002471232,0.0003904105,0.001579743,0.001199454,0.03336465],"study_design_scores_gemma":[0.0000579734,0.001159119,0.9594329,0.0001188649,0.0001879969,0.0002146703,0.01265988,0.02089449,0.0003549043,0.001526947,0.003327133,0.00006501598],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902334,0.00008343357,0.003660285,0.000176257,0.00001618872,0.0003583843,0.001751615,0.00004511892,0.003675316],"genre_scores_gemma":[0.990781,0.0001189465,0.006239865,0.00003115764,0.000004724727,0.0006326071,0.00126465,0.00001279927,0.0009143235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0131894,"threshold_uncertainty_score":0.03047168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0168678929488709,"score_gpt":0.3257512223304429,"score_spread":0.308883329381572,"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."}}