{"id":"W2117610542","doi":"10.7202/1000440ar","title":"World-wide trends in sandy shoreline changes during the past century","year":2011,"lang":"en","type":"article","venue":"Géographie physique et Quaternaire","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Shore; Coastal erosion; Erosion; Deposition (geology); Progradation; Geology; Physical geography; Scale (ratio); Geography; Geomorphology; Oceanography; Cartography; Sediment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001641379,0.0002028157,0.0001758068,0.0004095097,0.0001038378,0.00004035413,0.0003122728,0.00003856741,0.0001805315],"category_scores_gemma":[0.000004769816,0.0001357553,0.0001071159,0.001001369,0.0001790768,0.0001542408,0.00005787688,0.0002483065,0.00002706991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003736712,"about_ca_system_score_gemma":0.000007186969,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05807015,"about_ca_topic_score_gemma":0.9791767,"domain_scores_codex":[0.9989048,0.00008727561,0.0001872566,0.0002794325,0.0001742124,0.0003670246],"domain_scores_gemma":[0.9995121,0.00004388063,0.00007693742,0.000261433,0.00001820956,0.00008744384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000668639,0.0000294634,0.6466792,0.000015066,0.00001298048,0.00003095834,0.000617536,0.0000484912,0.0000102313,0.000105006,0.0001917029,0.3521926],"study_design_scores_gemma":[0.0002468353,0.00005047298,0.9964567,0.00003162678,0.000008507188,0.000006450172,0.0001677473,0.00005793369,0.00002493601,0.0007595593,0.001997173,0.000192056],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898562,0.0001920657,0.000007583494,0.002945345,0.000285219,0.000108439,0.00001034084,0.00007234525,0.006522501],"genre_scores_gemma":[0.9969407,0.001103702,0.00004707764,0.0003884798,0.0001454066,0.000006381606,0.0001079407,0.000008702069,0.001251629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9211066,"threshold_uncertainty_score":0.9482023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01400760948349698,"score_gpt":0.2102691990239179,"score_spread":0.1962615895404209,"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."}}