{"id":"W4392106984","doi":"10.1007/s44218-024-00040-2","title":"Development of a management-based ranking of beaches","year":2024,"lang":"en","type":"article","venue":"Anthropocene Coasts","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Erasmus+; European Commission","keywords":"Ranking (information retrieval); Geography; Computer science; Data science; Information retrieval","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001865907,0.0001104761,0.0001351404,0.00007173561,0.00004885886,0.00001135231,0.0001630358,0.0000193148,0.001430621],"category_scores_gemma":[0.000003166532,0.00009731176,0.00005806724,0.000303955,0.0001853027,0.00007292347,0.001135784,0.00003971814,0.0000898467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004801639,"about_ca_system_score_gemma":0.00001300887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001229355,"about_ca_topic_score_gemma":0.0001147842,"domain_scores_codex":[0.9990149,0.00001217103,0.0002685177,0.0002298181,0.0003039276,0.000170728],"domain_scores_gemma":[0.9997258,0.00001714481,0.00004951678,0.0001682644,0.000004997963,0.00003424727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001766331,0.0001437724,0.002184481,0.0003875112,0.00005710358,0.00002161733,0.0003049681,0.0002406703,0.002140649,0.001268292,0.001638769,0.9915945],"study_design_scores_gemma":[0.002075292,0.0003147368,0.09666748,0.001411778,0.0002984928,0.000006542644,0.001793848,0.01017926,0.3404791,0.004641267,0.5409619,0.001170367],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6818177,0.0003548781,0.04715917,0.0005778188,0.0005567647,0.0005938527,0.00001144282,0.0001749717,0.2687534],"genre_scores_gemma":[0.9844002,0.00002491017,0.01487614,0.00003116893,0.000008252794,0.00001093214,0.000008586864,0.00001180186,0.0006280664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9904242,"threshold_uncertainty_score":0.9994822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01196715648892113,"score_gpt":0.2438066031940175,"score_spread":0.2318394467050964,"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."}}