{"id":"W2308317581","doi":"10.37099/mtu.dc.etdr/3","title":"CHARACTERIZING RAIL EMBANKMENT STABILIZATION NEEDS ON THE HUDSON BAY RAILWAY","year":2015,"lang":"en","type":"dissertation","venue":"","topic":"Geotechnical Engineering and Soil Stabilization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bay; Destinations; Mile; Levee; Port (circuit theory); Geography; Transport engineering; Civil engineering; Engineering; Archaeology; Cartography; Tourism; Geodesy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003630029,0.0002557295,0.0001860059,0.001059518,0.0003318758,0.0006660177,0.0003868461,0.0002038831,0.001074343],"category_scores_gemma":[0.001640778,0.0001282167,0.000141384,0.001087461,0.0002432064,0.0003673876,0.0004414536,0.0001845632,0.0001549323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002360827,"about_ca_system_score_gemma":0.001223407,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3227981,"about_ca_topic_score_gemma":0.5603777,"domain_scores_codex":[0.9997593,0.00002524144,0.00001727047,0.00004391179,0.00008164123,0.0000726678],"domain_scores_gemma":[0.9989686,0.0001370056,0.0002412118,0.0000367302,0.0004692113,0.0001472485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008947131,0.00004575028,0.9845461,0.00002208031,0.00001853766,0.0002499705,0.0004051065,0.006134436,0.002185639,0.0000976234,0.0003923069,0.005812827],"study_design_scores_gemma":[0.000002327567,0.00007239564,0.9855663,0.000007993008,0.000007156165,0.00003625397,0.002038819,0.01140169,0.000436327,0.00001724545,0.0004092338,0.000004235257],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992131,0.000009547271,0.00008345687,0.00001194018,7.856154e-7,0.000008912913,0.0002606962,0.000005135476,0.0004064674],"genre_scores_gemma":[0.9987192,0.00002185558,0.000209255,0.000003583922,7.477199e-7,0.000004993961,0.0005906234,0.000001698789,0.0004481146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6772019,"threshold_uncertainty_score":0.6418384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01439045329792393,"score_gpt":0.2208329700846167,"score_spread":0.2064425167866928,"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."}}