{"id":"W2955723334","doi":"","title":"Feasibility Study for an Aquatic Ecosystem Earth Observing System Version 1.2.","year":2018,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Space Agency; University of Victoria","funders":"","keywords":"Remote sensing; Environmental science; Imaging spectrometer; Coral reef; Bathymetry; Hyperspectral imaging; Multispectral image; Earth observation; Satellite; Oceanography; Spectrometer; Geology","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":[0.004665561,0.000485922,0.000378993,0.0004169746,0.0007053951,0.0009061439,0.001316198,0.001289502,0.01021043],"category_scores_gemma":[0.005101468,0.0002469283,0.0004845806,0.000355277,0.0003204061,0.001779724,0.0007343674,0.0006992372,0.001965844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005504763,"about_ca_system_score_gemma":0.001944546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008312216,"about_ca_topic_score_gemma":0.008558217,"domain_scores_codex":[0.9987984,0.0004674659,0.00005753085,0.0002121588,0.0003374823,0.0001270817],"domain_scores_gemma":[0.9960472,0.001176382,0.00009288218,0.000525317,0.001632279,0.0005259983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01443626,0.005628617,0.2075643,0.002001933,0.0006837668,0.001437254,0.001461062,0.05044705,0.4235713,0.005581604,0.04233522,0.2448516],"study_design_scores_gemma":[0.004932617,0.02786785,0.305059,0.0004280214,0.001566432,0.001201041,0.002277576,0.3946318,0.1758735,0.004388316,0.08138427,0.000389596],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.807519,0.0003419,0.150102,0.001967471,0.0005075456,0.008233436,0.01154671,0.005110317,0.01467162],"genre_scores_gemma":[0.8170184,0.0001215898,0.1659474,0.0005771931,0.0001104438,0.002345004,0.009191093,0.0003987592,0.004290039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01021043,"threshold_uncertainty_score":0.03415728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0528598085604249,"score_gpt":0.2720882410106124,"score_spread":0.2192284324501875,"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."}}