{"id":"W6990888828","doi":"","title":"Enabling Car-Free Living: Shared Micromobility and Public Transit Interactions in Chicago","year":2025,"lang":"en","type":"dissertation","venue":"DSpace@MIT (Massachusetts Institute of Technology)","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public transport; Panacea (medicine); Transit (satellite); Agency (philosophy); Last mile (transportation); Work (physics); Quarter (Canadian coin); Urban transit","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004342462,0.0001434133,0.0001925463,0.0008277478,0.001491861,0.002131492,0.0004908181,0.0004085331,0.003644716],"category_scores_gemma":[0.001526054,0.0001777255,0.0002072849,0.001014637,0.001937193,0.00156427,0.002482507,0.0006491991,0.0001316478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004156775,"about_ca_system_score_gemma":0.001790925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1642742,"about_ca_topic_score_gemma":0.2770099,"domain_scores_codex":[0.999492,0.000204852,0.00001205106,0.00006501994,0.0000512489,0.0001748371],"domain_scores_gemma":[0.998601,0.0005446498,0.0003016465,0.00003835584,0.0001321607,0.0003822053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002580108,0.000377264,0.9130183,0.00007008048,0.00008714191,0.0008136171,0.03872425,0.006914387,0.0005547236,0.01568739,0.002996182,0.02049861],"study_design_scores_gemma":[0.0000408977,0.0002213664,0.7839755,0.0001350239,0.00006927551,0.000163762,0.1825198,0.01782814,0.0003560837,0.006391402,0.008247679,0.00005115641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969806,0.00006063767,0.0001629634,0.0002128618,0.000003056881,0.000006416552,0.00003875785,0.000004279272,0.002530457],"genre_scores_gemma":[0.9995196,0.00004472029,0.00006109764,0.00001545377,0.000002866659,0.000006346413,0.00004648875,0.000001341886,0.000302083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1642742,"threshold_uncertainty_score":0.326636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02396038138971545,"score_gpt":0.2993046756093186,"score_spread":0.2753442942196032,"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."}}