{"id":"W2030944447","doi":"10.3141/2359-08","title":"Unraveling the Travel Behavior of Carsharing Members from Global Positioning System Traces","year":2013,"lang":"en","type":"article","venue":"Transportation Research Record Journal of the Transportation Research Board","topic":"Transportation and Mobility Innovations","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"TRIPS architecture; Transport engineering; Renting; Work (physics); Travel behavior; Business; Advertising; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00215569,0.0002804109,0.0004833054,0.000496346,0.0005956558,0.0001708052,0.001104598,0.0002108382,0.0003985734],"category_scores_gemma":[0.00005815714,0.0002022999,0.0004126566,0.002350138,0.0005434421,0.0007724907,0.000004432844,0.001698298,0.00001924337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003709623,"about_ca_system_score_gemma":0.0003057427,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02920025,"about_ca_topic_score_gemma":0.03337261,"domain_scores_codex":[0.9937778,0.0004718264,0.001955766,0.0003118852,0.002772548,0.0007102129],"domain_scores_gemma":[0.9947069,0.0007254393,0.0003756857,0.0005227191,0.003403953,0.0002653058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006154085,0.0006088699,0.7333937,0.001455363,0.001324619,0.0001180766,0.01953605,0.09743877,0.09602486,0.02519151,0.004356489,0.01993629],"study_design_scores_gemma":[0.000913776,0.0001224839,0.9761927,0.0004822018,0.0001437873,0.000001011008,0.01322723,0.001756292,0.005861643,0.0007050868,0.0004008688,0.0001929705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916416,0.0002881725,0.004401476,0.0008045777,0.0006938264,0.0013594,0.0003374961,0.000072055,0.0004013789],"genre_scores_gemma":[0.9975105,0.000202296,0.001737646,0.00001880052,0.0001371569,0.0002217081,0.00005864563,0.00005210845,0.0000611607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.242799,"threshold_uncertainty_score":0.9842658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05700626925302051,"score_gpt":0.3381920822181992,"score_spread":0.2811858129651787,"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."}}