{"id":"W2095374554","doi":"","title":"Geotechnical investigations of coastal sediments at the arctic permafrost edge: preliminary results from an expedition to Herschel Island","year":2015,"lang":"en","type":"book","venue":"Helmholtz-Zentrum für Polar-und Meeresforschung (Alfred-Wegener-Institut)","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Permafrost; Geology; Coring; Sediment; Oceanography; Pore water pressure; Cove; Coastal erosion; Penetrometer; Geomorphology; Hydrology (agriculture); Shore; Geotechnical engineering; Drilling; Soil water; Soil 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.00119952,0.0013736,0.001348947,0.0005153077,0.001207054,0.0003718632,0.001663497,0.001314265,0.00343092],"category_scores_gemma":[0.0005002024,0.001135332,0.0005102819,0.0005361246,0.001202794,0.001095463,0.0005113798,0.001417968,0.001237244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003364974,"about_ca_system_score_gemma":0.001652982,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05109105,"about_ca_topic_score_gemma":0.3751296,"domain_scores_codex":[0.9920785,0.0004548666,0.001911401,0.001835958,0.002198453,0.001520835],"domain_scores_gemma":[0.9940442,0.0005671114,0.001016087,0.002141734,0.0004977253,0.001733186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003618066,0.0003806908,0.0274903,0.0003857931,0.0006679068,0.0003204165,0.004792424,0.005717159,0.00181174,0.0003227503,0.952107,0.002385779],"study_design_scores_gemma":[0.004644528,0.002644386,0.02712607,0.001663703,0.001336014,0.0002279887,0.0009429728,0.003427014,0.0018639,0.001792706,0.9516097,0.002721014],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.1926266,0.007530434,0.00006971201,0.003023404,0.005008599,0.003007995,0.7427422,0.0002588712,0.04573215],"genre_scores_gemma":[0.1169943,0.001413558,0.0005582648,0.002948457,0.006767119,0.0001026321,0.783478,0.0002118635,0.08752581],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.3240386,"threshold_uncertainty_score":0.9999822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04020804744816108,"score_gpt":0.27898599565443,"score_spread":0.2387779482062689,"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."}}