{"id":"W3133524192","doi":"","title":"Studies of \"cliff erosion\" and \"coastal flooding\" hazards (France, Greece, Canada)","year":2021,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Cliff; Flooding (psychology); Coastal erosion; Erosion; Geology; Physical geography; Environmental science; Hydrology (agriculture); Geography; Geomorphology; Archaeology; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008615088,0.0002207105,0.000208728,0.001984879,0.001747335,0.001535883,0.0005296895,0.0004726629,0.004707152],"category_scores_gemma":[0.002521301,0.00009543284,0.000228396,0.004420667,0.001717401,0.0005619896,0.0007752798,0.0003735596,0.0001916695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01373769,"about_ca_system_score_gemma":0.01437644,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.967208,"about_ca_topic_score_gemma":0.9774761,"domain_scores_codex":[0.9996024,0.00007831039,0.000009394742,0.00003531615,0.0001220406,0.0001526192],"domain_scores_gemma":[0.9984567,0.0004645161,0.0001521353,0.00005155234,0.0005821866,0.0002929476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006406235,0.0001889405,0.7527069,0.0003457831,0.0002102852,0.002629156,0.02073047,0.008271626,0.001766604,0.04846126,0.01506751,0.1489808],"study_design_scores_gemma":[0.00001186133,0.00005132212,0.9705405,0.00005632838,0.00001802274,0.0001603536,0.007227364,0.0003191619,0.0001534546,0.0008162429,0.02063163,0.00001360072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9393116,0.004016788,0.0002309304,0.002264451,0.00001864126,0.00002737225,0.0006711814,0.00002056435,0.05343862],"genre_scores_gemma":[0.9788564,0.00328736,0.000178177,0.0001198606,0.00002072817,0.000008074532,0.0002940081,0.00001166987,0.01722365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03279197,"threshold_uncertainty_score":0.0996744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01108811063095544,"score_gpt":0.2268689894893567,"score_spread":0.2157808788584013,"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."}}