{"id":"W573106926","doi":"","title":"A Case Study Documenting: The UK south-east regional strategic coastal monitoring programme","year":2005,"lang":"en","type":"article","venue":"Research Repository (Delft University of Technology)","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coastal management; Shore; Coastal erosion; Coastal flood; Flood myth; Environmental resource management; Coastal zone; Geography; Integrated coastal zone management; Flooding (psychology); Environmental planning; Oceanography; Geology; Environmental science; Sea level rise; Archaeology; Climate change; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006857432,0.0001278769,0.0001350219,0.0002020116,0.0009364657,0.00005052675,0.0007425115,0.0000800644,0.00009200964],"category_scores_gemma":[0.00001348926,0.0001113174,0.00007184495,0.0007415725,0.0009797964,0.0001467576,0.003545362,0.0004855257,0.00005540334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002187514,"about_ca_system_score_gemma":0.00003376358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005366857,"about_ca_topic_score_gemma":0.001338625,"domain_scores_codex":[0.9981145,0.000118651,0.0001594487,0.0004083852,0.0006962561,0.0005027382],"domain_scores_gemma":[0.9991739,0.00003066611,0.00009480732,0.0005366252,0.00006134338,0.000102612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003720832,0.003576363,0.7638183,0.00007389667,0.0004737081,0.02623296,0.01115677,0.001478269,0.01460845,0.003036069,0.002762595,0.1724106],"study_design_scores_gemma":[0.00368043,0.002641745,0.03207377,0.00009297528,0.0001984281,0.004156816,0.8993194,0.002220039,0.002579534,0.001870613,0.05029761,0.0008686857],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817073,0.00002053338,0.00002947566,0.0009439384,0.00003330386,0.0006322009,0.00000117677,0.0001062699,0.01652576],"genre_scores_gemma":[0.9918702,0.00000795701,0.0005890678,0.000001868889,0.0000454488,0.000004721994,6.17583e-7,0.000007559146,0.007472622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8881626,"threshold_uncertainty_score":0.8113118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06720891860768215,"score_gpt":0.2771690882309589,"score_spread":0.2099601696232767,"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."}}