{"id":"W3000272076","doi":"10.1061/9780784481653.050","title":"When Transit Expansions Requires You to Really Understand Your Water System","year":2018,"lang":"en","type":"article","venue":"Pipelines 2018","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Redundancy (engineering); Transit (satellite); Transit system; Public transport; Work (physics); Water supply; Transport engineering; Computer science; Rapid transit; Engineering; Environmental engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001092972,0.00049459,0.0004383522,0.0003838997,0.00254907,0.003315032,0.0006083864,0.002530056,0.01941244],"category_scores_gemma":[0.006022112,0.0004079535,0.0002639445,0.0004671628,0.001619347,0.007374756,0.001711737,0.003092846,0.004649559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004257841,"about_ca_system_score_gemma":0.004365904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07714434,"about_ca_topic_score_gemma":0.1528868,"domain_scores_codex":[0.9990109,0.0001770962,0.00003541373,0.00008162744,0.0004214722,0.0002735232],"domain_scores_gemma":[0.997451,0.000558481,0.0002857484,0.0001697427,0.0009850787,0.0005498792],"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":[0.0002809059,0.0001541844,0.02831176,0.0006614065,0.00004872766,0.005360038,0.02221305,0.007354774,0.008470559,0.03897797,0.6238744,0.2642922],"study_design_scores_gemma":[0.00002917215,0.0002045665,0.02033555,0.0005021829,0.0000369172,0.001851792,0.04662639,0.006146806,0.003362929,0.03313734,0.8875924,0.0001738554],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.1983405,0.01039268,0.1008727,0.4029295,0.006307504,0.0004206749,0.002382908,0.004782845,0.2735707],"genre_scores_gemma":[0.8075078,0.01024037,0.04045245,0.02314082,0.001304334,0.0001086642,0.000993268,0.001292399,0.11496],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07714434,"threshold_uncertainty_score":0.1533906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02714455311024397,"score_gpt":0.2285112035677868,"score_spread":0.2013666504575428,"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."}}