{"id":"W6982364296","doi":"","title":"Identifying clusters of public transit unreliability through an equity lens using GIS: A study of Winnipeg, Manitoba, Canada","year":2024,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Data Analysis and Archiving","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Disadvantaged; Public transport; Equity (law); Transit (satellite); Inequality; Service provider; Public service; Service (business)","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"],"consensus_categories":[],"category_scores_codex":[0.001801442,0.0002537928,0.0005036215,0.000409741,0.0006094414,0.0004512689,0.001289539,0.0001098095,0.0000327307],"category_scores_gemma":[0.0000892294,0.0002851198,0.0001819598,0.001384673,0.0003354221,0.00599584,0.000493395,0.0004347139,0.0000027308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006791888,"about_ca_system_score_gemma":0.00115553,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2305428,"about_ca_topic_score_gemma":0.9866815,"domain_scores_codex":[0.9958196,0.001291506,0.0005160542,0.0006900285,0.001101826,0.0005810456],"domain_scores_gemma":[0.998455,0.0001993358,0.0002464547,0.0006381933,0.0002281813,0.0002327773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002584169,0.0003550239,0.9779488,0.0002194655,0.0002600337,0.0001660103,0.01813505,0.0001632115,0.0008361075,0.0005287266,5.0808e-7,0.001361261],"study_design_scores_gemma":[0.0009215961,0.0002724176,0.8408136,0.0006764143,0.0008571923,0.000006058292,0.1529042,0.00003080575,0.0004440247,0.0003449452,0.002004444,0.0007243519],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960761,0.0001017007,0.002297898,0.0001469644,0.0003703172,0.0003837194,0.0001042427,0.00007934704,0.0004396849],"genre_scores_gemma":[0.9995334,0.0000459282,0.00005732772,0.0000429877,0.00007754807,5.357073e-7,0.00001812796,0.00002498412,0.0001992186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7561386,"threshold_uncertainty_score":0.9999601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3164947608890304,"score_gpt":0.4034241780240096,"score_spread":0.0869294171349792,"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."}}