{"id":"W2289865770","doi":"10.3390/rs8030211","title":"Development of a Semi-Analytical Algorithm for the Retrieval of Suspended Particulate Matter from Remote Sensing over Clear to Very Turbid Waters","year":2016,"lang":"en","type":"article","venue":"Remote Sensing","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":131,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Karlsruhe House of Young Scientists; Nanjing University; China Scholarship Council; Centre National d’Etudes Spatiales; Nanjing University of Information Science and Technology; Chinese Academy of Sciences; Agence Nationale de la Recherche","keywords":"Particulates; Remote sensing; Environmental science; Geology; Chemistry","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":[0.000985989,0.000841687,0.0007055807,0.000755325,0.0005493663,0.001057558,0.001585633,0.00091898,0.00148154],"category_scores_gemma":[0.002090673,0.000551866,0.0008246786,0.0006930808,0.0004756235,0.0008475795,0.001042446,0.001064032,0.001588863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005475077,"about_ca_system_score_gemma":0.001486054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005651847,"about_ca_topic_score_gemma":0.004060288,"domain_scores_codex":[0.9995947,0.00005538584,0.00004406153,0.0001095928,0.0001570026,0.00003918106],"domain_scores_gemma":[0.9992963,0.0002547867,0.00006953269,0.00004908055,0.0003066698,0.00002363052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001242389,0.0001304599,0.001591364,0.000199666,0.00008633235,0.0001396967,0.0001829026,0.4013417,0.04492351,0.005958793,0.002334244,0.5429871],"study_design_scores_gemma":[0.000008624051,0.0000210623,0.0003292685,0.000007416862,0.000006521549,0.00003184377,0.00001427569,0.9935168,0.004077073,0.0009586259,0.001018121,0.00001036369],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003321347,0.00003885654,0.9956709,0.00002063511,0.00001005758,0.00004556752,0.00002375599,0.000621231,0.0002476283],"genre_scores_gemma":[0.04931323,0.00009897214,0.9488052,0.00003838282,0.00001842443,0.0002374481,0.0002261689,0.0001088911,0.001153301],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005651847,"threshold_uncertainty_score":0.01123792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01852108631606653,"score_gpt":0.2255325011933871,"score_spread":0.2070114148773206,"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."}}