{"id":"W2086413616","doi":"10.3167/trans.2011.010306","title":"Urban Consumers on Two Wheels","year":2011,"lang":"en","type":"article","venue":"Transfers","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Renting; Advertising; Public space; Business; Space (punctuation); Power (physics); Engineering; Architectural engineering; Civil engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003234991,0.00009754665,0.0001206867,0.00004287299,0.0002469363,0.00001953933,0.0002453763,0.00006158574,0.0037401],"category_scores_gemma":[0.000009448665,0.00009042831,0.00009603471,0.000165211,0.0004177501,0.0001727428,0.000001603031,0.0001230572,0.0001478149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003501628,"about_ca_system_score_gemma":0.0000880299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005741782,"about_ca_topic_score_gemma":0.00530868,"domain_scores_codex":[0.9990084,0.00007350065,0.0001436822,0.0002200385,0.0002371921,0.0003172275],"domain_scores_gemma":[0.9996021,0.00003738047,0.0000139389,0.000158035,0.00002731722,0.0001612162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002142698,0.0003075563,0.8279597,0.00001943175,0.00006369934,0.00001686657,0.1005063,5.836779e-7,0.0002786713,0.05603129,0.003522706,0.01107897],"study_design_scores_gemma":[0.003394079,0.0004748705,0.8203046,0.000079047,0.0002115101,2.896744e-7,0.008812233,0.000006466627,0.01182465,0.009862658,0.14384,0.001189663],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6225449,0.00002794134,0.0001432078,0.0002310612,0.0002204273,0.0001539776,0.000009786075,0.0001098532,0.3765588],"genre_scores_gemma":[0.9975419,0.00001914316,0.00006600001,0.0001889533,0.00005498898,0.00000766585,0.000002957344,0.000009375605,0.002109033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3749969,"threshold_uncertainty_score":0.9971706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06775587102188084,"score_gpt":0.3105966676780276,"score_spread":0.2428407966561468,"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."}}