{"id":"W643766966","doi":"","title":"2008-2012 Infrastructure Needs for Canadian Transit Systems","year":2008,"lang":"en","type":"article","venue":"","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Liberian dollar; Transport engineering; Investment (military); Transit (satellite); Bus rapid transit; Taxis; Promotion (chess); Public transport; Finance; Capital expenditure; Population; Engineering","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":[0.00006026607,0.0001860147,0.0002083141,0.0001947973,0.0001922778,0.00003328748,0.0001395244,0.0001816907,0.00036206],"category_scores_gemma":[0.00001076764,0.0001667302,0.00007994566,0.0002360199,0.00004530656,0.0002659801,0.000003973062,0.000143728,0.000009689483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003059502,"about_ca_system_score_gemma":0.0002012061,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0117929,"about_ca_topic_score_gemma":0.0149302,"domain_scores_codex":[0.9990646,0.00001016454,0.0002094218,0.0001244975,0.00009834229,0.0004930174],"domain_scores_gemma":[0.9993495,0.00003028499,0.00001025034,0.0002373654,0.00008750214,0.0002851463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002435925,0.00001304054,0.008226702,0.0006615891,0.0002165004,0.00003141805,0.003581316,0.230964,0.0006260225,0.02399344,0.7274067,0.004254923],"study_design_scores_gemma":[0.0005622288,0.00005522071,0.01514472,0.000006954721,0.00002420629,0.0001575757,0.001234042,0.02934875,0.0001964062,0.002525585,0.9502421,0.0005022355],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4192638,0.002309329,0.3490373,0.0006061218,0.003636813,0.002222108,0.0001955083,0.001279712,0.2214494],"genre_scores_gemma":[0.9967054,0.00002325049,0.0008749891,0.0001398516,0.0002235994,0.00003763716,0.00002759954,0.00003507455,0.001932659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5774416,"threshold_uncertainty_score":0.9947876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005951921973763621,"score_gpt":0.1750096585453988,"score_spread":0.1690577365716351,"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."}}