{"id":"W2584184846","doi":"10.5539/jsd.v10n1p55","title":"Living Shoreline Treatment Suitability Analysis: A Study on Coastal Protection Opportunities for Sarasota County","year":2017,"lang":"en","type":"article","venue":"Journal of Sustainable Development","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Shore; Habitat; Geography; Population; Biodiversity; Ecosystem services; Urbanization; Environmental science; Natural (archaeology); Coastal management; Ecosystem; Environmental resource management; Ecology; Oceanography; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005334253,0.0003019918,0.0002698036,0.0008840995,0.001190205,0.0004924374,0.0003017048,0.0002763728,0.001317173],"category_scores_gemma":[0.001260765,0.0001796228,0.0004595597,0.001153483,0.000352933,0.0004881027,0.0006033536,0.0002712309,0.0001542845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001528573,"about_ca_system_score_gemma":0.001052956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06705087,"about_ca_topic_score_gemma":0.2742698,"domain_scores_codex":[0.9997603,0.00007577313,0.00001723697,0.00004378555,0.00004415978,0.0000586149],"domain_scores_gemma":[0.9993883,0.000136565,0.0001476804,0.00004192438,0.0001637179,0.0001217613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002308085,0.0005547042,0.9551491,0.0001393695,0.00008757084,0.001153676,0.01285982,0.0007972079,0.008050109,0.000171105,0.000834435,0.01997216],"study_design_scores_gemma":[0.000004375416,0.0002814046,0.9846292,0.000008135827,0.00001570137,0.0001358925,0.01306817,0.0006671521,0.0002422969,0.00002493983,0.0009148394,0.000007991303],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994143,0.000007463279,0.00007055866,0.00002486932,7.060355e-7,0.00002609242,0.0001070853,0.000002529638,0.0003463372],"genre_scores_gemma":[0.9986266,0.00003004188,0.0005421937,0.00002496821,0.000001459307,0.00005728835,0.0003085279,0.000002461709,0.0004065463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06705087,"threshold_uncertainty_score":0.1333212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0535928779578141,"score_gpt":0.2733838694278611,"score_spread":0.219790991470047,"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."}}