{"id":"W4410551115","doi":"10.4337/9781802208016.fm4","title":"Contributors","year":2025,"lang":"en","type":"book-chapter","venue":"Edward Elgar Publishing eBooks","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Dalhousie University","keywords":"Geography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001044133,0.0008849778,0.0007249094,0.002612987,0.001944256,0.005169861,0.001356115,0.001984057,0.5928071],"category_scores_gemma":[0.005403412,0.0003175142,0.0005358216,0.001994191,0.000544297,0.004042882,0.002708246,0.001770106,0.3941488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001785598,"about_ca_system_score_gemma":0.001944025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001107782,"about_ca_topic_score_gemma":0.002580691,"domain_scores_codex":[0.9987007,0.0001120725,0.00005538033,0.0002530203,0.0007672671,0.0001114543],"domain_scores_gemma":[0.9954845,0.0003986132,0.0001091629,0.0002549755,0.002477768,0.00127502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009546767,0.00001283056,0.000075621,0.00007215187,0.000001354681,0.00004263713,0.00006209615,0.00002914415,0.0001225769,0.004500084,0.9381518,0.05692012],"study_design_scores_gemma":[0.00000141048,0.000003613513,0.00005574827,0.00003278722,8.43631e-7,0.00005919117,0.00002961615,0.00001344551,0.00003038569,0.0005127654,0.9992586,0.000001574612],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000909354,0.01101931,0.002656306,0.01976386,0.06949656,0.0002086711,0.001626593,0.001027093,0.8932923],"genre_scores_gemma":[0.001196648,0.002565429,0.0006511389,0.00190088,0.00391201,0.00003516058,0.0005452749,0.0001944606,0.9889991],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4071929,"threshold_uncertainty_score":0.5808112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01782753025510386,"score_gpt":0.2592999136032459,"score_spread":0.2414723833481421,"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."}}