{"id":"W3048602215","doi":"10.3390/w12082254","title":"Physical Modelling of Arctic Coastlines—Progress and Limitations","year":2020,"lang":"en","type":"article","venue":"Water","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Permafrost; Erosion; Coastal erosion; Arctic; Climate change; Environmental science; Abrasion (mechanical); Geology; Earth science; Climatology; Physical geography; Oceanography; Geomorphology; Engineering; Geography; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001186394,0.0009778086,0.00108458,0.0005987909,0.0007335138,0.002908871,0.002739849,0.001366838,0.003564709],"category_scores_gemma":[0.002990252,0.0006143493,0.001623736,0.001058957,0.0007561283,0.002481548,0.001033075,0.001218144,0.001421086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001407072,"about_ca_system_score_gemma":0.00251687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08574987,"about_ca_topic_score_gemma":0.04531355,"domain_scores_codex":[0.9994189,0.0001978798,0.0000515906,0.0001038988,0.0001741982,0.00005365218],"domain_scores_gemma":[0.9982623,0.0005974002,0.0001100277,0.0003683127,0.0005617246,0.000100133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002296881,0.00004220946,0.003905905,0.0001802379,0.00004913888,0.00005240798,0.00007989404,0.967383,0.001112292,0.005746654,0.001029358,0.02039587],"study_design_scores_gemma":[0.000009991683,0.00002369652,0.001615318,0.00007339616,0.00001540922,0.0000441503,0.00008870627,0.980826,0.0006927158,0.003079938,0.01350686,0.00002391004],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.2975393,0.01489563,0.5554665,0.007398824,0.001107936,0.0003473869,0.007565936,0.003621203,0.1120573],"genre_scores_gemma":[0.8532431,0.01228718,0.1176194,0.0003636292,0.0004431671,0.0002670592,0.002918021,0.0004325817,0.01242581],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.08574987,"threshold_uncertainty_score":0.1705015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1391275425374573,"score_gpt":0.2469211514525854,"score_spread":0.1077936089151281,"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."}}