{"id":"W4210500865","doi":"10.5198/jtlu.2022.2103","title":"Modal equity of accessibility to healthcare in Recife, Brazil","year":2022,"lang":"en","type":"article","venue":"Journal of Transport and Land Use","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Polytechnique Montréal","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Equity (law); Public transport; Business; Universal design; Health equity; Health care; Population; Psychological intervention; Public economics; Public health; Geography; Economic growth; Transport engineering; Environmental health; Economics; Medicine; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002075324,0.00008409703,0.0003449179,0.0001422946,0.0002158042,0.00002108275,0.0003029561,0.00005266391,0.0002283964],"category_scores_gemma":[0.00003499013,0.00007136704,0.0001120786,0.0004038985,0.00008958859,0.0004558682,0.00002558134,0.0003250354,1.172815e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008306552,"about_ca_system_score_gemma":0.0003419994,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007007435,"about_ca_topic_score_gemma":0.02648102,"domain_scores_codex":[0.9982862,0.0001374079,0.0006435607,0.0001583783,0.0005487858,0.0002256841],"domain_scores_gemma":[0.9992411,0.00006863863,0.0002363012,0.0001190333,0.0001185765,0.000216362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004985883,0.0001833762,0.9906617,0.00004617382,0.00000918984,0.00003998745,0.005804377,0.0000479547,0.00003811493,0.0001046725,0.0000621087,0.002503728],"study_design_scores_gemma":[0.0005544017,0.0001555148,0.9925036,0.00002893156,0.00001801923,0.000001386677,0.0007816557,0.000002678996,0.00002693959,0.0009589159,0.004886309,0.00008167075],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996949,0.000349625,0.00004190526,0.001891847,0.000232927,0.0001608275,0.00006260407,0.000006232775,0.0003050772],"genre_scores_gemma":[0.9993466,0.000112046,0.0001637948,0.000192287,0.00008217538,0.000002725098,0.000004161973,0.000005335727,0.00009092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01947358,"threshold_uncertainty_score":0.999605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05929921298064973,"score_gpt":0.3766610013762876,"score_spread":0.3173617883956379,"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."}}