{"id":"W608929157","doi":"","title":"Uniquely Satisfied: Exploring Cyclist Trip Satisfaction","year":2013,"lang":"en","type":"article","venue":"Transportation Research Board 92nd Annual MeetingTransportation Research Board","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cycling; TRIPS architecture; Transport engineering; Intersection (aeronautics); Travel behavior; Geography; Psychology; Applied psychology; Engineering","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01008016,0.0005676438,0.0007323273,0.001713905,0.004021884,0.0008220656,0.001154744,0.0005756205,0.004794509],"category_scores_gemma":[0.0008249276,0.0006006244,0.0003982762,0.004376034,0.00256897,0.005005733,0.0000184182,0.00280165,0.0007700508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006290566,"about_ca_system_score_gemma":0.001233127,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3215646,"about_ca_topic_score_gemma":0.2497672,"domain_scores_codex":[0.9836846,0.002749889,0.001801522,0.001677168,0.007083393,0.003003447],"domain_scores_gemma":[0.9892117,0.001893772,0.0003073284,0.000848054,0.006315811,0.001423306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004357866,0.0003778858,0.8993921,0.0003587624,0.0001073909,0.0001014305,0.04006764,0.0001399608,0.003005981,0.02006895,0.01232407,0.02362003],"study_design_scores_gemma":[0.001102144,0.0002471479,0.920833,0.0002102419,0.00003260295,7.984733e-8,0.03955162,0.00003129954,0.0009962769,0.008443414,0.02794209,0.0006100761],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760633,0.0002448382,0.0003714,0.007237986,0.0004995234,0.003617051,0.0003667979,0.0006834245,0.01091564],"genre_scores_gemma":[0.9902303,0.0009903336,0.001921507,0.0001143991,0.000518014,0.00225367,0.0004493574,0.0001305624,0.003391815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07179742,"threshold_uncertainty_score":0.9996445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.143667288296141,"score_gpt":0.4143065864053037,"score_spread":0.2706392981091628,"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."}}