{"id":"W4392094355","doi":"10.1371/journal.pone.0299077","title":"Multimodal spatial availability: A singly-constrained measure of accessibility considering multiple modes","year":2024,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Social Sciences and Humanities Research Council of Canada; Federation for the Humanities and Social Sciences","keywords":"Measure (data warehouse); Computer science; Population; Value (mathematics); Meaning (existential); Empirical research; Statistics; Data mining; Mathematics; Machine learning","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001800425,0.0006691852,0.0007611137,0.003304055,0.0005951208,0.001725498,0.0008825975,0.0007207621,0.004616058],"category_scores_gemma":[0.01112097,0.000244868,0.0009419982,0.003753215,0.001162707,0.003405675,0.002334136,0.0006264175,0.000292008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008916666,"about_ca_system_score_gemma":0.0006813775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006831557,"about_ca_topic_score_gemma":0.006695333,"domain_scores_codex":[0.9980029,0.0008317353,0.0001710942,0.0003965477,0.000471632,0.0001261153],"domain_scores_gemma":[0.9928456,0.003953289,0.001043676,0.000889144,0.0009436579,0.0003246684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007312373,0.0003095535,0.2554671,0.001272889,0.001223653,0.001199386,0.00305206,0.2690302,0.007748667,0.1877348,0.005485625,0.2667448],"study_design_scores_gemma":[0.00004267373,0.0006454203,0.2317644,0.000380741,0.0003985005,0.00169565,0.003897521,0.5053029,0.003236273,0.2335591,0.01877913,0.0002977563],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4082261,0.001234211,0.5623961,0.0006631148,0.00009777085,0.0001771767,0.0042065,0.0003347718,0.02266439],"genre_scores_gemma":[0.9506762,0.0001998931,0.04705085,0.00003280761,0.00004272831,0.0001215506,0.0006508849,0.00003007545,0.001195037],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006831557,"threshold_uncertainty_score":0.01544225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07872763716874397,"score_gpt":0.2874541413117179,"score_spread":0.2087265041429739,"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."}}