{"id":"W1980081310","doi":"10.1115/ipc2002-27030","title":"Pipeline Trenching in Permafrost: A Review","year":2002,"lang":"en","type":"review","venue":"4th International Pipeline Conference, Parts A and B","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"TransCanada (Canada)","funders":"National Research Council Canada","keywords":"Permafrost; Pipeline transport; Bedrock; Productivity; Geology; Pipeline (software); Geotechnical engineering; Mining engineering; Environmental science; Engineering; Geomorphology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004300047,0.0005251385,0.001392092,0.0003668261,0.00008607005,0.0001916212,0.0004894305,0.0002165685,0.03524991],"category_scores_gemma":[0.0001115155,0.00039128,0.0002586899,0.0002896519,0.00009072191,0.0002361052,0.00006152987,0.0005422498,0.0006573783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001554292,"about_ca_system_score_gemma":0.0001068158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007286234,"about_ca_topic_score_gemma":0.006726039,"domain_scores_codex":[0.9973387,0.0001469265,0.001054363,0.0006402554,0.0004053708,0.0004144269],"domain_scores_gemma":[0.9988431,0.0002205921,0.0003681046,0.0002570265,0.0001149192,0.0001962304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004489993,0.00003459654,0.002298175,0.005316569,0.00002118779,0.00008678735,0.00008794173,0.000001141932,2.976958e-8,0.0000692999,0.03068055,0.9613993],"study_design_scores_gemma":[0.0002219614,0.00002705709,0.000247175,0.02916913,0.0001465503,0.0001671536,0.00001628297,0.003897227,2.858972e-8,0.00005866767,0.9656083,0.0004404385],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006918038,0.9473031,0.0000138515,0.000631061,0.0007960582,0.0004817655,0.009545373,0.00002923877,0.04119265],"genre_scores_gemma":[0.0001242969,0.9698455,0.00002412537,0.0008162955,0.0007281547,0.00001888662,0.02083589,0.00001333087,0.007593477],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9609588,"threshold_uncertainty_score":0.9998539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1226013694882061,"score_gpt":0.3291426011889462,"score_spread":0.20654123170074,"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."}}