{"id":"W2785525000","doi":"10.5194/esurf-6-431-2018","title":"Statistical modeling of the long-range-dependent structure of barrier island framework geology and surface geomorphology","year":2018,"lang":"en","type":"article","venue":"Earth Surface Dynamics","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada; National Park Service; Texas Sea Grant, Texas A and M University","keywords":"Geology; Shore; Classification of discontinuities; Geomorphology; Range (aeronautics); Scale (ratio); Oceanography; Geography; Cartography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0003518166,0.0001594196,0.0003625501,0.00003716555,0.0001908957,0.000009167601,0.0003097375,0.0003857542,0.003063493],"category_scores_gemma":[0.0002090751,0.0001143464,0.00003932997,0.000159873,0.001641325,0.00005223656,0.00007426652,0.0005158652,0.00002880056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001124132,"about_ca_system_score_gemma":0.00009576084,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000888964,"about_ca_topic_score_gemma":0.06773908,"domain_scores_codex":[0.9983504,0.0003712086,0.0003115833,0.0003089303,0.0002289791,0.0004289146],"domain_scores_gemma":[0.9986348,0.0006466493,0.0001188324,0.0003511773,0.0001504723,0.00009804624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000122975,0.00000838281,0.9451162,0.00003535803,0.00003781822,0.00001076879,0.0002230013,0.05359803,0.00002847124,0.0007460873,0.000008414911,0.00006450588],"study_design_scores_gemma":[0.000233452,0.0001704122,0.5419821,0.00001325982,0.00002053294,0.0001129805,0.00009177406,0.4527077,0.0000780695,0.004482507,0.000006294818,0.0001010236],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897661,0.0004813971,0.007691953,0.0002283278,0.0004376697,0.0001748879,0.0008078505,0.000009651341,0.0004021317],"genre_scores_gemma":[0.9956511,0.00006685633,0.003944344,0.00006640192,0.00002587524,8.966623e-8,0.00007805817,0.000004979284,0.0001622536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4031342,"threshold_uncertainty_score":0.9978479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008876588207832978,"score_gpt":0.2347900866708101,"score_spread":0.2259134984629771,"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."}}