{"id":"W2571561179","doi":"10.18174/408737","title":"Marine complex adaptive systems : theory, legislation and management practices","year":2017,"lang":"en","type":"dissertation","venue":"","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Wageningen University and Research; Joint Research Centre; European Commission","keywords":"Legislation; Complex adaptive system; Environmental resource management; Business; Environmental planning; Political science; Engineering; Computer science; Geography; Environmental science; Law; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003406777,0.0004474562,0.0004913,0.001295736,0.001822761,0.00544889,0.001675749,0.002528489,0.002906669],"category_scores_gemma":[0.004292539,0.0002467715,0.0004276123,0.00133136,0.01836751,0.003360077,0.003029268,0.002673072,0.0003277564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004728665,"about_ca_system_score_gemma":0.003589557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006546685,"about_ca_topic_score_gemma":0.004906316,"domain_scores_codex":[0.9978912,0.001031746,0.0001617539,0.0003670397,0.0004415879,0.000106613],"domain_scores_gemma":[0.9976928,0.001451945,0.0002478729,0.0002867662,0.0002253886,0.0000952261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[8.424746e-7,0.000007778747,0.0002574113,0.00005217572,0.000004278639,0.00002446869,0.0006025657,0.002901716,0.0000514636,0.987289,0.0007942221,0.008014179],"study_design_scores_gemma":[0.000004776543,0.00001664064,0.0008972031,0.0003345423,0.000005564935,0.00006251859,0.0007831999,0.006707835,0.00007086636,0.9403798,0.0507234,0.00001369797],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03405775,0.03904533,0.3105043,0.06987753,0.0006440714,0.0003657255,0.0002863776,0.0002138803,0.5450051],"genre_scores_gemma":[0.885113,0.02249855,0.07393209,0.002430202,0.00064615,0.0006252168,0.0001333304,0.00004711125,0.01457425],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.006546685,"threshold_uncertainty_score":0.03430897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02939231683985906,"score_gpt":0.276713176944507,"score_spread":0.2473208601046479,"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."}}