{"id":"W3190602187","doi":"10.1061/9780784483626.035","title":"Thickwood Trunk Sewer—Direct Pipe Installation","year":2021,"lang":"en","type":"article","venue":"Pipelines 2021","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cumulative Environmental Management Association; University of Alberta","funders":"","keywords":"Trenchless technology; Traverse; Pipeline transport; Storm; Stormwater; Civil engineering; Overburden; Engineering; Geology; Mining engineering; Geotechnical engineering; Surface runoff; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007563972,0.0001822273,0.0002068058,0.00005857366,0.0000516675,0.00006408963,0.00009916804,0.0001495563,0.0005141906],"category_scores_gemma":[0.0001446788,0.0001833945,0.00009485355,0.0003425007,0.00001547237,0.00009129551,0.00003377726,0.0002378871,0.00006541405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003835848,"about_ca_system_score_gemma":0.00002966064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009313983,"about_ca_topic_score_gemma":0.00004176688,"domain_scores_codex":[0.9991049,0.00001926304,0.0002360714,0.0002120308,0.0001766891,0.0002510107],"domain_scores_gemma":[0.9994537,0.00006419475,0.00001594161,0.0002959837,0.00008693675,0.00008322881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009576097,0.00004984861,0.0001863412,0.0002505467,0.0001398837,0.0001176349,0.0002067894,0.8494742,0.07140125,0.004017935,0.01045574,0.06369028],"study_design_scores_gemma":[0.001118016,0.00004433194,0.008442513,0.0001782753,0.0000974911,0.0001717623,0.000225082,0.4089645,0.0577,0.006488493,0.5152498,0.001319736],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2808126,0.01356933,0.4005538,0.001828485,0.007869928,0.0004037065,0.0000903289,0.004242853,0.290629],"genre_scores_gemma":[0.9960042,0.0002679311,0.001787273,0.0000626727,0.0004496388,0.00001254045,0.00005911303,0.00004246041,0.001314235],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7151915,"threshold_uncertainty_score":0.7478611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007431386108909475,"score_gpt":0.2025511450984189,"score_spread":0.1951197589895094,"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."}}