{"id":"W1567243054","doi":"","title":"Remote Sensing Studies for the Assessment of Geohazards: Toxic Algal Blooms in the Lower Great Lakes, and the Land Subsidence in the Nile Delta","year":2008,"lang":"en","type":"article","venue":"ScholarWorks - WMU (Western Michigan University)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nile delta; Algal bloom; Delta; Subsidence; Geology; Remote sensing; Oceanography; Environmental science; Hydrology (agriculture); Physical geography; Geography; Geomorphology; Water resource management; Ecology; Geotechnical engineering","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":[0.0008384571,0.0001600631,0.0001094583,0.001835316,0.000307592,0.0004930616,0.0001871448,0.0001691685,0.0005388814],"category_scores_gemma":[0.001490045,0.00008238648,0.0001564683,0.001358923,0.0003342059,0.0003824685,0.0003925532,0.0001588607,0.00008894903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001254593,"about_ca_system_score_gemma":0.001016565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1286828,"about_ca_topic_score_gemma":0.1521371,"domain_scores_codex":[0.9996581,0.0001068047,0.00002487852,0.00002171868,0.0001559083,0.00003263138],"domain_scores_gemma":[0.9993179,0.0001713471,0.0001559139,0.00002843292,0.0002574438,0.00006900058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001198965,0.0002415513,0.911503,0.0001910072,0.00007251239,0.0005341406,0.001436228,0.009224246,0.007925824,0.000973409,0.001409377,0.06636859],"study_design_scores_gemma":[0.00001908148,0.0001525122,0.9853217,0.00003110302,0.00001959485,0.0001265177,0.001569346,0.008527488,0.0009119016,0.0002059138,0.003104222,0.00001059625],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919513,0.0007947686,0.0007585951,0.0004521714,0.000008250267,0.00006226842,0.0002834324,0.00001879969,0.005670296],"genre_scores_gemma":[0.9963362,0.0006086216,0.001835273,0.00006379652,0.00001490991,0.00003384907,0.0002839756,0.000003037081,0.0008203003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1286828,"threshold_uncertainty_score":0.2558677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0322788036933398,"score_gpt":0.2584362822169642,"score_spread":0.2261574785236244,"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."}}