{"id":"W2001376858","doi":"10.1115/ipc2002-27327","title":"Geotechnical Aspects of Northern Pipeline Design and Construction","year":2002,"lang":"en","type":"article","venue":"4th International Pipeline Conference, Parts A and B","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Permafrost; Pipeline transport; Settlement (finance); Pipeline (software); Terrain; Frost heaving; Civil engineering; Geotechnical engineering; Geotechnical investigation; Geology; Engineering; Geography; Computer science","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":[0.001871445,0.0004166418,0.0002335552,0.000614202,0.002136521,0.001937027,0.0005841547,0.0007278884,0.01118157],"category_scores_gemma":[0.003901244,0.0004334304,0.000215553,0.001152376,0.001537826,0.001346851,0.001095455,0.0005722127,0.002666439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002451443,"about_ca_system_score_gemma":0.005221678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0269859,"about_ca_topic_score_gemma":0.0628048,"domain_scores_codex":[0.9981363,0.0004514035,0.00009684291,0.0001405569,0.001019033,0.0001558184],"domain_scores_gemma":[0.9983833,0.0002492878,0.0001782192,0.0002684895,0.0007712854,0.000149517],"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":[0.0002565361,0.0001338626,0.03158063,0.0008570586,0.00002380366,0.002716253,0.00528397,0.1160709,0.04596082,0.1192251,0.03924176,0.6386494],"study_design_scores_gemma":[0.00002435982,0.0004362992,0.06300971,0.0002745998,0.00003305106,0.004593406,0.00647426,0.03355244,0.01909458,0.06059948,0.8117535,0.0001543716],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1420107,0.0024797,0.3946056,0.006832093,0.0003515782,0.0003309977,0.0006914794,0.001893227,0.4508045],"genre_scores_gemma":[0.7836472,0.001995575,0.1013813,0.0002334283,0.000126746,0.0002033902,0.0005194562,0.000460139,0.1114328],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0269859,"threshold_uncertainty_score":0.05365759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06149453774634311,"score_gpt":0.24746983302739,"score_spread":0.1859752952810469,"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."}}