{"id":"W2031399725","doi":"10.1061/9780784412480.049","title":"Southeast Collector Trunk Sewer Route Selection: The Regional Municipalities of York and Durham, Ontario, Canada","year":2012,"lang":"en","type":"article","venue":"","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep Society; Regional Municipality of Durham","funders":"","keywords":"Environmental science; Sanitary sewer; Dredging; Civil engineering; Environmental engineering; Engineering; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001014813,0.0001099355,0.0001320804,0.00002013059,0.0001162475,0.00001701493,0.00007326847,0.00004727973,0.0009372472],"category_scores_gemma":[0.00000847188,0.00007531598,0.0000287825,0.0001124331,0.00006525518,0.00009223873,0.0000167792,0.0001348724,3.27234e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003711224,"about_ca_system_score_gemma":0.0003205083,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9181585,"about_ca_topic_score_gemma":0.9842813,"domain_scores_codex":[0.9993647,0.00002542827,0.0001584214,0.0000707329,0.0001391104,0.0002416358],"domain_scores_gemma":[0.9996455,0.00007414795,0.00001868392,0.0001434425,0.00004838973,0.00006985231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001409736,0.00007057747,0.5403572,0.0003849636,0.0007029475,0.000001636177,0.09187748,0.006937734,0.0003209741,0.04343124,0.3149579,0.0008163656],"study_design_scores_gemma":[0.0004979857,0.00004879725,0.4799878,0.00001344868,0.00006320276,0.0000697363,0.03687443,0.001877729,0.0004379793,0.001570828,0.4781437,0.0004143697],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9721563,0.0003076161,0.0001720637,0.0001494214,0.0002593476,0.00011816,0.000007017981,0.00004166112,0.02678844],"genre_scores_gemma":[0.9903392,0.000002184737,0.0001887502,0.0000930135,0.0001049249,0.000008565708,0.000003549667,0.00001002973,0.009249788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1631857,"threshold_uncertainty_score":0.999976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008523221275025207,"score_gpt":0.170311272516241,"score_spread":0.1617880512412158,"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."}}