{"id":"W4401733608","doi":"10.31223/x5st3z","title":"Operationalizing accessibility in environmental sustainability efforts: Challenges, barriers, and opportunities","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Wilfrid Laurier University","funders":"","keywords":"Operationalization; Sustainability; Mindset; Equity (law); Inclusion (mineral); Public relations; Universal design; Political science; Business; Environmental planning; Sociology; Psychology; Engineering; Computer science; Social psychology; Geography","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":[0.05309717,0.0008636996,0.0008562082,0.004841976,0.008314001,0.01896462,0.002079549,0.003285298,0.003893844],"category_scores_gemma":[0.05860022,0.0006326995,0.0006835503,0.003571646,0.03500235,0.02277705,0.03089407,0.003607353,0.0003711614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005971297,"about_ca_system_score_gemma":0.01275953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006337029,"about_ca_topic_score_gemma":0.006241646,"domain_scores_codex":[0.9354738,0.05140688,0.002535165,0.001867419,0.006091442,0.002625356],"domain_scores_gemma":[0.9421608,0.04432693,0.003815445,0.002728923,0.005134,0.001833846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007276078,0.0003796146,0.03298912,0.002232137,0.00009603618,0.000692953,0.3934862,0.002726386,0.001496613,0.4175815,0.001762928,0.1464837],"study_design_scores_gemma":[0.00002213499,0.0002505193,0.009082914,0.003541476,0.00007495409,0.0004629086,0.6542572,0.002419256,0.001651669,0.2693676,0.05878519,0.0000841917],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5918139,0.009026239,0.1266869,0.06515605,0.0004315882,0.0006766939,0.0001338088,0.0001998909,0.2058749],"genre_scores_gemma":[0.9820487,0.001329356,0.0146462,0.0006126429,0.00004543205,0.0002073896,0.00002185119,0.00003234338,0.001056102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05309717,"threshold_uncertainty_score":0.280808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05458784760099439,"score_gpt":0.3217859943614106,"score_spread":0.2671981467604163,"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."}}