{"id":"W2135634701","doi":"10.5194/bg-10-6029-2013","title":"Biogeochemical origins of particles obtained from the inversion of the volume scattering function and spectral absorption in coastal waters","year":2013,"lang":"en","type":"article","venue":"Biogeosciences","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Office of Naval Research; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; National Aeronautics and Space Administration; National Science Foundation","keywords":"Scattering; Attenuation coefficient; Spectral line; Absorption (acoustics); Water column; Absorption spectroscopy; Analytical Chemistry (journal); Materials science; Chemistry; Mineralogy; Optics; Geology; Physics; Oceanography; Chromatography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003280353,0.0005025261,0.0002202205,0.0007732899,0.0003666238,0.0005029294,0.0003037193,0.0002641693,0.0005041826],"category_scores_gemma":[0.0004738907,0.0002694455,0.0003950408,0.0007033411,0.0002824412,0.0002847437,0.000331296,0.0003401575,0.0001779067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008683417,"about_ca_system_score_gemma":0.0004593812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0405999,"about_ca_topic_score_gemma":0.0304477,"domain_scores_codex":[0.9998965,0.000006938478,0.000007088491,0.00004057391,0.00003386587,0.00001504454],"domain_scores_gemma":[0.9997892,0.00004105913,0.00003899951,0.00001537654,0.00009807562,0.00001733442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005530752,0.00008452644,0.4450136,0.00009097755,0.0001040951,0.0003567249,0.0007196969,0.009754088,0.5176666,0.0004815974,0.0004012201,0.02477389],"study_design_scores_gemma":[0.00004175427,0.0001310418,0.854772,0.00002478683,0.0000670409,0.0001299096,0.0004180966,0.05286131,0.08978194,0.0003216527,0.001402136,0.0000483253],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971999,0.00003509361,0.001849597,0.00001131816,0.000005243067,0.000008414527,0.0003218328,0.00004839105,0.0005202654],"genre_scores_gemma":[0.9954119,0.00003475201,0.003497696,0.00001194933,0.000002233354,0.00001011555,0.0007055532,0.00002878582,0.0002969983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0405999,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00976836562550149,"score_gpt":0.1717927291094629,"score_spread":0.1620243634839614,"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."}}