{"id":"W7117109811","doi":"10.1080/23800127.2025.2600712","title":"The Kochi metrorail project: transforming the identity of the passenger","year":2025,"lang":"en","type":"article","venue":"Applied Mobilities","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Identity (music); Identification (biology); Field (mathematics); Ethnic group","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003414387,0.0001081419,0.0001467882,0.00003877313,0.0002609673,0.00005538419,0.0003995241,0.00004075715,0.0000152079],"category_scores_gemma":[0.00002331302,0.00004928573,0.00014413,0.0004314057,0.0001843556,0.00005590109,0.00003824131,0.0001525788,0.000002988462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003352387,"about_ca_system_score_gemma":0.00003268235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003229331,"about_ca_topic_score_gemma":0.001304893,"domain_scores_codex":[0.9992954,0.00003048496,0.0002301831,0.00009556058,0.0001816886,0.0001667359],"domain_scores_gemma":[0.9992371,0.0003036163,0.0000249331,0.0003980624,0.00002706146,0.000009203874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006914446,0.00009600598,0.00159736,0.0006611496,0.001768018,6.169225e-7,0.01492343,0.007672374,0.04081992,0.8508278,0.02087444,0.0606898],"study_design_scores_gemma":[0.001723168,0.00008026584,0.01627496,0.0002115108,0.001839917,0.000002813184,0.0741667,0.03604639,0.3521809,0.1670138,0.3491333,0.001326282],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7729214,0.005306141,0.02995482,0.001864843,0.000984412,0.002593408,0.00003523619,0.0004047473,0.185935],"genre_scores_gemma":[0.9973548,0.0000954512,0.00003118361,0.00005145532,0.00002974647,0.0001760493,7.370919e-7,0.000009381844,0.002251199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.683814,"threshold_uncertainty_score":0.2009814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00588633293684713,"score_gpt":0.203089843453845,"score_spread":0.1972035105169979,"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."}}