{"id":"W2763914295","doi":"","title":"UNDERSTANDING BIKE SHARE CYCLIST ROUTE CHOICE BEHAVIOR","year":2017,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Technology and Security Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Transport engineering; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003312834,0.0001411736,0.0001717537,0.0007540599,0.0003277349,0.001004788,0.0002090664,0.0003436311,0.004784686],"category_scores_gemma":[0.002103157,0.0001515804,0.0001666466,0.000865712,0.0002368499,0.001095195,0.0004164804,0.0002959145,0.0005631188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005439669,"about_ca_system_score_gemma":0.0004121468,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02422482,"about_ca_topic_score_gemma":0.06699029,"domain_scores_codex":[0.9998425,0.00003896709,0.000007495586,0.00004886212,0.00003134559,0.00003079219],"domain_scores_gemma":[0.9992985,0.0002669514,0.0002269925,0.00003687906,0.00008912302,0.00008162548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009728482,0.0001079844,0.9686177,0.00004944186,0.00006254473,0.00007374231,0.005994556,0.0007781981,0.001527128,0.000717336,0.0004965504,0.02147757],"study_design_scores_gemma":[0.000002208731,0.00007485809,0.9794439,0.00002293087,0.00002064696,0.00005685553,0.01545682,0.002124916,0.000275738,0.0003930726,0.00211873,0.000009446038],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982144,0.00004021969,0.0002113518,0.00006302218,8.675653e-7,0.000005068793,0.0001212436,0.000002619089,0.001341333],"genre_scores_gemma":[0.9979729,0.0001544626,0.0003989801,0.00001526505,0.000002298784,0.00000925316,0.0003165151,0.000003007472,0.001127393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9757752,"threshold_uncertainty_score":0.04816765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05345628887033199,"score_gpt":0.2474241474349087,"score_spread":0.1939678585645767,"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."}}