{"id":"W629990169","doi":"","title":"How Does Land-Use and Urban Form Impact Bicycle Flows--Evidence from the Bicycle-Sharing System (BIXI) in Montreal","year":2014,"lang":"en","type":"article","venue":"Transportation Research Board 93rd Annual MeetingTransportation Research Board","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"TRIPS architecture; Bike sharing; Transport engineering; Land use; Business; Geography; Engineering; Civil 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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01358065,0.0005212731,0.0007433145,0.0008456664,0.00239897,0.001649732,0.001516544,0.000478685,0.0001325572],"category_scores_gemma":[0.00177631,0.0003720641,0.0003117427,0.002687199,0.001606279,0.004008198,0.0000335861,0.002049975,0.00002680688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005153017,"about_ca_system_score_gemma":0.0005127704,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.515844,"about_ca_topic_score_gemma":0.7819685,"domain_scores_codex":[0.9877671,0.002445003,0.001214423,0.001671457,0.004639952,0.00226208],"domain_scores_gemma":[0.9899655,0.005685846,0.0002777447,0.0009516441,0.002216382,0.000902903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007433623,0.0001239383,0.9548846,0.0002296698,0.0000602428,0.00006763906,0.03960067,0.0001639862,0.0004829386,0.0009998205,0.000402528,0.002240606],"study_design_scores_gemma":[0.00114011,0.0002013804,0.9649457,0.000812992,0.00004289828,7.716414e-8,0.02728661,0.00112114,0.0002169283,0.001948574,0.001843631,0.0004399615],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990364,0.0003956574,0.0003614436,0.005129319,0.0002023353,0.00225483,0.0005727118,0.0002726352,0.0004470356],"genre_scores_gemma":[0.9968778,0.0004620899,0.0004268194,0.00004470442,0.0006424328,0.0003920874,0.0002872922,0.00008047636,0.0007863221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2661245,"threshold_uncertainty_score":0.9998731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0712434196772661,"score_gpt":0.3787545784177266,"score_spread":0.3075111587404605,"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."}}