{"id":"W4403870357","doi":"10.14746/quageo-2024-0008","title":"Progress in Arctic coastal geomorphological research in times of rapid climate warming","year":2024,"lang":"en","type":"article","venue":"Quaestiones Geographicae","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arctic; Geography; The arctic; Climate change; Climatology; Global warming; Environmental science; Physical geography; Oceanography; Geology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002275391,0.0001288662,0.0002043503,0.0004882386,0.00007180846,0.00003577744,0.0002082655,0.0001433979,0.00210248],"category_scores_gemma":[0.00003041634,0.0001003757,0.000067967,0.002466071,0.0008171768,0.0001364203,0.0002361215,0.0005894274,0.0002006676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004175517,"about_ca_system_score_gemma":0.00001225378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006750303,"about_ca_topic_score_gemma":0.0002485464,"domain_scores_codex":[0.9978673,0.0003412271,0.0003953332,0.0004363745,0.0004398644,0.0005198369],"domain_scores_gemma":[0.9994086,0.0002544559,0.00003896467,0.0002017466,0.00001414955,0.00008206875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007940195,0.0003611267,0.95591,0.0001795746,0.00001344745,0.0003231889,0.0005517172,0.001152294,0.0007487164,0.005047003,0.00005333081,0.03558017],"study_design_scores_gemma":[0.0008098391,0.0007172559,0.9480184,0.001032806,0.0000204071,0.00008449354,0.0005991454,0.01585053,0.0002985932,0.02935197,0.002777784,0.0004387376],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927807,0.00352563,0.000006306008,0.0009191997,0.0001282371,0.0002963407,0.000009236426,0.00004527379,0.002289052],"genre_scores_gemma":[0.9983914,0.001060946,0.0003834267,0.00001201224,0.00001840157,0.00006185537,0.00001665729,0.00001386502,0.00004139106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03514144,"threshold_uncertainty_score":0.9988098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02965524851648745,"score_gpt":0.3076909523494454,"score_spread":0.2780357038329579,"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."}}