{"id":"W7081907808","doi":"10.1016/j.tbs.2025.101122","title":"Decoding the first-and-last mile: Analyzing the transit connecting bike share GPS routes in Hamilton, Ontario with spatiotemporal distance decay","year":2025,"lang":"en","type":"article","venue":"Travel Behaviour and Society","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Decoding methods; Global Positioning System; Transit (satellite); Path (computing); Public transport; Assisted GPS; Transit system","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0005435544,0.0003115096,0.0003806714,0.001000087,0.0008851818,0.001155738,0.001043575,0.0006888355,0.001019126],"category_scores_gemma":[0.00463959,0.0002938594,0.0003488278,0.003346361,0.0008226897,0.0005832738,0.0008048218,0.0005431494,0.0003712256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006278012,"about_ca_system_score_gemma":0.008334773,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9765944,"about_ca_topic_score_gemma":0.9873352,"domain_scores_codex":[0.9995864,0.00006413919,0.0000202534,0.00008605105,0.00009465426,0.0001485839],"domain_scores_gemma":[0.9982806,0.0004951846,0.0002598981,0.0001253098,0.0006547673,0.0001842706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001355649,0.00004478257,0.9690535,0.00003203874,0.0001006967,0.0002062888,0.001928087,0.01205964,0.0009560474,0.001070118,0.003191605,0.01122174],"study_design_scores_gemma":[0.000009897953,0.00002276198,0.9352255,0.00002275117,0.00005313975,0.00005613254,0.005907096,0.05533783,0.0003182495,0.000392889,0.00262843,0.00002534023],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996546,0.00007610529,0.0004519135,0.0002031891,0.000003818368,0.000008637196,0.002096505,0.00001370775,0.0006001744],"genre_scores_gemma":[0.9954526,0.0000641618,0.0003889419,0.00001726501,0.00000315951,0.000006352533,0.002843058,0.00001100777,0.001213436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02340561,"threshold_uncertainty_score":0.04708683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01319234045132851,"score_gpt":0.2206779806564788,"score_spread":0.2074856402051503,"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."}}