{"id":"W2809320170","doi":"10.1007/698_2018_332","title":"Update, Conclusions, and Recommendations of Egyptian Coastal Lakes: Characteristics and Hydrodynamics","year":2018,"lang":"en","type":"book-chapter","venue":"˜The œhandbook of environmental chemistry","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Sustainability; Work (physics); Ecosystem; Geography; Environmental science; Environmental resource management; Environmental planning; Ecology; Engineering; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001759628,0.000792672,0.0007123482,0.002623314,0.000526156,0.002534725,0.001502936,0.001230717,0.01986682],"category_scores_gemma":[0.004105654,0.0002623899,0.0006131089,0.004866219,0.0004342238,0.00332888,0.001167971,0.001137887,0.008465156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002958907,"about_ca_system_score_gemma":0.005524628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06907009,"about_ca_topic_score_gemma":0.1032247,"domain_scores_codex":[0.9996269,0.00005568957,0.00006888303,0.00003952934,0.0001663914,0.00004260602],"domain_scores_gemma":[0.9973615,0.0002280713,0.0001624065,0.00006327425,0.00204206,0.0001427864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00005736464,0.00002719924,0.001465442,0.001116959,0.00001926403,0.00007820026,0.0002610403,0.000517646,0.0004106817,0.001562655,0.7419998,0.2524839],"study_design_scores_gemma":[0.000005787491,0.00001427699,0.003097289,0.0008225134,0.00004103779,0.00005897636,0.0004748515,0.0001419945,0.000299282,0.00100725,0.9940202,0.00001662655],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01332773,0.6597326,0.008274856,0.1442201,0.06241339,0.0002693434,0.02504401,0.001711007,0.08500698],"genre_scores_gemma":[0.03304951,0.5272235,0.02928879,0.02891243,0.01244111,0.0003252636,0.02312987,0.0004844154,0.3451451],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06907009,"threshold_uncertainty_score":0.1373361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00447752849952987,"score_gpt":0.1833311653198333,"score_spread":0.1788536368203034,"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."}}