{"id":"W4414739127","doi":"10.5463/thesis.1377","title":"Eroding Arctic coasts","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek","keywords":"Permafrost; Arctic; Total organic carbon; Carbon fibers; Greenhouse gas; The arctic; Coastal erosion","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":[0.000492466,0.0006905727,0.0004480526,0.001358431,0.004019805,0.002809454,0.0003627571,0.0006314757,0.01548396],"category_scores_gemma":[0.0008668417,0.0002586108,0.0003492185,0.002259263,0.0005430976,0.0007884808,0.001620925,0.0008801339,0.006814205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003554441,"about_ca_system_score_gemma":0.005346255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2849118,"about_ca_topic_score_gemma":0.5120218,"domain_scores_codex":[0.9994986,0.00005732968,0.00002716476,0.0001319742,0.0001618421,0.0001230801],"domain_scores_gemma":[0.9992796,0.00003027566,0.0001060173,0.00004173609,0.0004253878,0.0001170811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009981081,0.0001556006,0.2767506,0.001487536,0.000235918,0.007059357,0.01300819,0.003197938,0.0301671,0.03443197,0.1850279,0.4474798],"study_design_scores_gemma":[0.00002351793,0.00008076381,0.1532668,0.0004484873,0.00007603623,0.001034253,0.007136815,0.0006964888,0.002549879,0.001506616,0.8331363,0.00004401386],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4040772,0.008416438,0.003700561,0.006679607,0.003715354,0.000110294,0.01368678,0.0007932323,0.5588205],"genre_scores_gemma":[0.7118564,0.01369818,0.01347026,0.003867225,0.0007731206,0.0001316497,0.01615033,0.0006753002,0.2393775],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2849118,"threshold_uncertainty_score":0.5665069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04760490838745964,"score_gpt":0.4327065985659799,"score_spread":0.3851016901785203,"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."}}