{"id":"W2090655424","doi":"10.1111/j.1475-4959.2006.00219_8.x","title":"Coastal Lagoons: Ecosystem Processes and Modelling for Sustainable Use and Development ‐ Edited by I Etham Gonenc and John P Wolfin","year":2006,"lang":"en","type":"article","venue":"Geographical Journal","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biogeochemical cycle; Ecosystem; Marine ecosystem; Ecology; Oceanography; Geology; Biology","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":[0.0004162527,0.000157645,0.0001549638,0.00008502026,0.0004428927,0.0003724174,0.00007601504,0.00005701138,0.00002495301],"category_scores_gemma":[0.00003347751,0.0001291101,0.0000233321,0.0001909079,0.0001221115,0.0004198865,0.0007072968,0.0001505407,8.602129e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002487744,"about_ca_system_score_gemma":0.00001648833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005175548,"about_ca_topic_score_gemma":0.001011113,"domain_scores_codex":[0.9987945,0.00002625683,0.0002662957,0.0002766178,0.0002366391,0.0003996779],"domain_scores_gemma":[0.9995403,0.00008869061,0.0000860446,0.00005840083,0.0000416548,0.000184873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008925888,0.001404359,0.6715847,0.00229749,0.0003330419,0.0003422605,0.001377126,0.01017796,0.00112423,0.003565257,0.06604554,0.2408554],"study_design_scores_gemma":[0.004610201,0.0006508885,0.07417706,0.0002194104,0.0001513011,0.0006510356,0.002408246,0.01604875,0.000442255,0.03316922,0.8660993,0.001372351],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9491357,0.0004118876,0.0489696,0.0005413038,0.00003793192,0.0004005626,0.00001505312,0.00002815073,0.0004598757],"genre_scores_gemma":[0.9934586,0.0004933047,0.00513713,0.0000866303,0.0000621213,0.00003011848,0.00001364358,0.0000131205,0.0007053585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8000537,"threshold_uncertainty_score":0.5264958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00893903705723544,"score_gpt":0.1889115964776606,"score_spread":0.1799725594204252,"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."}}