{"id":"W4200421848","doi":"10.1080/08920753.2022.2006879","title":"The Way Forward on Ecosystem-Based Marine Spatial Planning in the EU","year":2021,"lang":"en","type":"article","venue":"Coastal Management","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Ecosystem; Environmental resource management; Marine spatial planning; Spatial planning; Ecosystem-based management; Business; Environmental science; Environmental planning; Computer science; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005641676,0.0001776387,0.0001185108,0.00003598886,0.0002702572,0.0001502173,0.0004846549,0.00002072513,0.0006090208],"category_scores_gemma":[0.00001893669,0.0001081279,0.00008023222,0.0003075,0.0000547642,0.00005551771,0.003836446,0.0001413835,0.0003578535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001033816,"about_ca_system_score_gemma":0.000004807587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005029687,"about_ca_topic_score_gemma":0.01315772,"domain_scores_codex":[0.9983211,0.0001275054,0.0002471431,0.0003677074,0.0005535606,0.0003830502],"domain_scores_gemma":[0.9992275,0.0001069188,0.00006301764,0.0005500821,0.000005406131,0.00004711261],"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":[0.0001618248,0.000438849,0.009068782,0.00009811742,0.00005664277,0.001092563,0.0002362648,0.02569372,0.00003586521,0.01657889,0.02869316,0.9178453],"study_design_scores_gemma":[0.0009256519,0.0001541155,0.1299538,0.00005053573,0.00003220275,0.000004399189,0.001268515,0.005520538,0.0001274524,0.002547289,0.8591653,0.000250314],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0411174,0.00001635669,0.003516397,0.0121141,0.0004939567,0.0009823921,0.00001043712,0.00005841035,0.9416906],"genre_scores_gemma":[0.9906745,0.00001846734,0.0001527568,0.001720206,0.00004934971,0.000135998,0.00002904316,0.00001349272,0.007206211],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9495571,"threshold_uncertainty_score":0.7342318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008423579256828195,"score_gpt":0.2110410045690853,"score_spread":0.2026174253122571,"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."}}