{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009681535,0.001017139,0.001803993,0.004918186,0.0004395833,0.001549043,0.0014478,0.001541811,0.004286718],"category_scores_gemma":[0.001674367,0.0005819816,0.001157503,0.005518187,0.000751731,0.001956294,0.0007401526,0.001088834,0.0009267702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007323927,"about_ca_system_score_gemma":0.00309327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005031127,"about_ca_topic_score_gemma":0.006769539,"domain_scores_codex":[0.9994437,0.00007690791,0.0001522495,0.0001043342,0.0001828125,0.0000400088],"domain_scores_gemma":[0.998503,0.0008519366,0.0002940346,0.00002672497,0.0002661727,0.00005819818],"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":[0.00009671103,0.0001061042,0.000545738,0.148538,0.0002358697,0.0003856827,0.000190095,0.0004288186,0.000704069,0.001640832,0.0164109,0.8307173],"study_design_scores_gemma":[0.00003257185,0.000406091,0.005709065,0.07027962,0.001048566,0.004383345,0.0003357498,0.0002222302,0.0006586467,0.0009665058,0.9159003,0.00005732846],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000108483,0.9994294,0.00003577355,0.00005417762,0.00005475616,0.000004802235,0.00001149048,0.000002880334,0.0002982712],"genre_scores_gemma":[0.0006951065,0.9989828,0.00008948283,0.00006106763,0.00005415899,0.000004542614,0.00002053684,8.587754e-7,0.00009138489],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005031127,"threshold_uncertainty_score":0.01434046,"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."}}