{"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 handbook 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001659011,0.0003365341,0.0004513913,0.00001505539,0.0001562914,0.00001384563,0.0002414259,0.0002707645,0.004334547],"category_scores_gemma":[0.000004538917,0.0002931166,0.000080349,0.00001346346,0.001317905,0.00005679114,0.0005324809,0.0002495068,0.00004888037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008491561,"about_ca_system_score_gemma":0.00001322909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001951764,"about_ca_topic_score_gemma":0.0001213709,"domain_scores_codex":[0.9985685,0.00001541546,0.000577212,0.0003815536,0.0002769661,0.0001802976],"domain_scores_gemma":[0.9987095,0.00008769669,0.0006227338,0.0004535889,0.000004162506,0.000122326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009328491,0.001916173,0.1050943,0.005784467,0.002899828,0.0001449455,0.009944419,0.0001337082,0.7540302,0.005334251,0.03186903,0.08191583],"study_design_scores_gemma":[0.005802421,0.001247522,0.01253078,0.006122723,0.002162726,0.001087777,0.002768198,0.02494441,0.01350372,0.01389218,0.9099938,0.005943756],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6695739,0.002118303,0.0005224391,0.0002375555,0.0003350971,0.001428338,0.01352624,0.00004967535,0.3122085],"genre_scores_gemma":[0.8702012,0.004156432,0.0007044553,0.0001006196,0.0001425723,0.00001551707,0.001186389,0.0001036006,0.1233893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8781248,"threshold_uncertainty_score":0.9999521,"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."}}