{"id":"W648506033","doi":"","title":"OTTAWA IN TRANSIT: RAIL IS THE FUTURE","year":2003,"lang":"en","type":"article","venue":"Railway age","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public transport; Light rail; Transit (satellite); Transport engineering; Light rail transit; Rail transit; Engineering; Service (business); Transit system; Rapid transit; Bus rapid transit; Business; Marketing","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":[],"consensus_categories":[],"category_scores_codex":[0.00047446,0.00005149603,0.00006173182,0.0000319602,0.0002411386,0.00003609619,0.00009633088,0.00007087464,0.0005589639],"category_scores_gemma":[0.0000279201,0.0000392892,0.000034532,0.0003174623,0.00006255869,0.00009148106,5.523216e-7,0.0001003161,0.00002974171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001629726,"about_ca_system_score_gemma":0.00005639111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002629135,"about_ca_topic_score_gemma":0.008170772,"domain_scores_codex":[0.9993297,0.0001374233,0.000110079,0.0001048117,0.0001676015,0.0001503933],"domain_scores_gemma":[0.999786,0.0000527451,0.0000263824,0.00008072325,0.00001911663,0.00003508599],"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":[0.00002595249,0.0001409402,0.05653888,0.00002376807,0.00002742949,0.00009543288,0.5263454,0.006541458,0.0001272549,0.3523105,0.04512599,0.01269696],"study_design_scores_gemma":[0.0002613981,0.000005928091,0.03253017,0.000008349908,0.000005607711,3.019368e-7,0.007171888,0.0000221706,0.00005813625,0.0008166611,0.9590342,0.00008518692],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3042184,0.00187872,0.006466883,0.03752678,0.001798252,0.0008083109,0.00003474527,0.0003008884,0.646967],"genre_scores_gemma":[0.9927871,0.0001209584,0.0005314362,0.0009159989,0.0001056526,0.000006801749,0.00000848381,0.000005679392,0.005517916],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9139082,"threshold_uncertainty_score":0.6120262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01207167540944422,"score_gpt":0.2616918068428662,"score_spread":0.249620131433422,"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."}}