{"id":"W651386819","doi":"","title":"RETHINKING LIGHT RAIL TRANSIT PLANNING IN HAMILTON, ONTARIO: A COMPARATIVE REVIEW AND CRITICAL ASSESSMENT","year":2013,"lang":"en","type":"review","venue":"Transportation Research Board 92nd Annual MeetingTransportation Research Board","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Light rail transit; Process (computing); Light rail; Perception; Transportation planning; Transit-oriented development; Investment (military); Transit (satellite); Transport engineering; Business; Urban planning; Land use; Environmental planning; Public transport; Engineering; Computer science; Political science; Geography; Civil engineering; Politics","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","sts","research_integrity","insufficient_payload"],"consensus_categories":["sts","research_integrity"],"category_scores_codex":[0.01859038,0.001140647,0.003913677,0.002232801,0.002503687,0.0007281759,0.001623381,0.001321125,0.001684897],"category_scores_gemma":[0.0005129277,0.001090473,0.0007477257,0.004486075,0.003062364,0.002127303,0.00002618885,0.008263794,0.00009078865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001593147,"about_ca_system_score_gemma":0.005407983,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1795243,"about_ca_topic_score_gemma":0.571405,"domain_scores_codex":[0.9773991,0.0066407,0.003623259,0.0026576,0.006483914,0.003195405],"domain_scores_gemma":[0.9886212,0.004577955,0.0005483165,0.0008808847,0.004014425,0.001357166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004911841,0.002465193,0.0629862,0.2163062,0.00106398,0.002143497,0.5909849,0.00004500882,0.00002077419,0.02599168,0.02165969,0.07584175],"study_design_scores_gemma":[0.0008474042,0.0003198193,0.03544874,0.05121046,0.0006764649,5.656648e-7,0.01122776,0.000005644882,0.000002713,0.002593481,0.8963784,0.001288533],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009153698,0.9704826,0.000113458,0.002897886,0.0002630526,0.009220683,0.0004925632,0.000257794,0.007118193],"genre_scores_gemma":[0.02211409,0.9694985,0.001782968,0.0001217256,0.0002638013,0.002833417,0.001038122,0.0001607102,0.002186641],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8747187,"threshold_uncertainty_score":0.9999754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2385128513500573,"score_gpt":0.5178083992210805,"score_spread":0.2792955478710232,"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."}}