{"id":"W4307704062","doi":"10.3390/jmse10111589","title":"Arctic Nearshore Sediment Dynamics—An Example from Herschel Island—Qikiqtaruk, Canada","year":2022,"lang":"en","type":"article","venue":"Journal of Marine Science and Engineering","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada; Natural Resources Canada","funders":"Natural Resources Canada; Universität Hamburg; Daimler und Benz Stiftung; Helmholtz-Gemeinschaft; Aurora Research Institute","keywords":"Sediment; Arctic; Total organic carbon; Organic matter; Oceanography; Geology; Silt; Erosion; Submarine pipeline; Isotopes of carbon; Environmental science; Ecology; Geomorphology; Environmental chemistry; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006330048,0.00008684349,0.0001342448,0.0001064829,0.0002363086,0.00008006951,0.0002773536,0.00001083426,0.002689038],"category_scores_gemma":[0.00002156388,0.000074712,0.00002083111,0.0002791992,0.00003712526,0.0003181811,0.00008690164,0.0002240668,8.298321e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007962036,"about_ca_system_score_gemma":0.0002925987,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7310936,"about_ca_topic_score_gemma":0.7131323,"domain_scores_codex":[0.9988172,0.00001313108,0.0001878111,0.0001377866,0.0006008928,0.0002431959],"domain_scores_gemma":[0.9994859,0.00006250517,0.00007618374,0.00009812688,0.00006303954,0.0002142285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008217117,0.00002769098,0.8657702,0.00002999482,0.00003292009,0.0002818227,0.001793528,0.09106677,0.001515666,0.00003014397,0.001058455,0.03831062],"study_design_scores_gemma":[0.0005283104,0.0003182636,0.5673373,0.00001817938,0.0000239315,0.0003233086,0.003750702,0.4146774,0.00005418594,0.0001155324,0.01259495,0.0002579604],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998345,0.0001395859,0.00002938879,0.0003021688,0.0007420793,0.00003330482,0.000133142,0.000004461178,0.0002709398],"genre_scores_gemma":[0.9991047,0.00004593501,0.0003090065,0.000238647,0.0001774817,3.217107e-7,0.00009035881,0.000002852959,0.00003069466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3236106,"threshold_uncertainty_score":0.9982226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01771832362932337,"score_gpt":0.1901475775568837,"score_spread":0.1724292539275603,"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."}}