{"id":"W614885416","doi":"","title":"Travel Behavior of Car Share Members in Halifax, Canada: Modeling Trip Purpose in Case of the Use of Car Share Services and Mode Choice in Absence of the Service","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":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Market share; Carpool; Mode choice; Renting; Transport engineering; Service (business); Latent class model; Travel behavior; Car model; Mode (computer interface); Business; Public transport; Marketing; Advertising; 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":[],"consensus_categories":[],"category_scores_codex":[0.004996366,0.0002787222,0.0007333227,0.0006929446,0.0003255688,0.00003721624,0.00109333,0.0003025812,0.0000612383],"category_scores_gemma":[0.0005395961,0.0002323061,0.0001598106,0.004044215,0.0009508962,0.0008201798,0.00002597764,0.001164621,1.687658e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002369701,"about_ca_system_score_gemma":0.001782548,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9853603,"about_ca_topic_score_gemma":0.9987377,"domain_scores_codex":[0.9915888,0.001733161,0.00192083,0.0007110885,0.003139171,0.0009069457],"domain_scores_gemma":[0.9944979,0.001326009,0.0004626978,0.0006204217,0.002851008,0.000241949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003171992,0.0002569465,0.9200713,0.001651959,0.00001609473,0.00004753116,0.05180956,0.022257,0.002875183,0.0003448275,0.00001116694,0.0003412055],"study_design_scores_gemma":[0.001189128,0.00006758473,0.9528561,0.001153824,0.00002867405,1.873941e-7,0.03492539,0.006706338,0.002668472,0.0001330862,0.00006947773,0.0002017103],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949465,0.0001203091,0.00001187375,0.0007078124,0.00006431356,0.002119336,0.001942505,0.00001027569,0.00007701133],"genre_scores_gemma":[0.9993376,0.00008495931,0.0001747523,0.00002773854,0.00002317938,0.0001699739,0.00009623211,0.00003313204,0.00005242216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03278479,"threshold_uncertainty_score":0.9473166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09673169365029832,"score_gpt":0.3786029069096676,"score_spread":0.2818712132593693,"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."}}