{"id":"W2024972043","doi":"10.1016/s1385-1101(01)00066-1","title":"Optical backscatter of marine flocs","year":2001,"lang":"en","type":"article","venue":"Journal of Sea Research","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Phaeodactylum tricornutum; Suspension (topology); Settling; Phytoplankton; Flocculation; Particle (ecology); Wavelength; Particle size; Upwelling; Mass concentration (chemistry); Environmental science; Particulates; Backscatter (email); Seawater; Mineralogy; Materials science; Chemistry; Oceanography; Environmental engineering; Optics; Physics; Geology; Nutrient; Diatom","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001971729,0.0000614397,0.0001712253,0.0001145098,0.00005016415,0.00002399682,0.000373338,0.00004976926,0.005418567],"category_scores_gemma":[0.0001397934,0.00004598981,0.00007608117,0.0003826979,0.0001600316,0.0001711513,0.0005209558,0.0003865541,0.0004004477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001871548,"about_ca_system_score_gemma":0.00002715882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002396162,"about_ca_topic_score_gemma":0.0004569489,"domain_scores_codex":[0.9980188,0.0000941894,0.0003672565,0.00009795948,0.001106202,0.0003155656],"domain_scores_gemma":[0.999296,0.0001537243,0.00009520403,0.0001826936,0.00008712798,0.0001852164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003221858,0.0002933176,0.9064268,0.00003868801,0.00003102573,0.000457388,0.000104029,0.0006498856,0.01323944,0.00007688824,0.0108868,0.06747358],"study_design_scores_gemma":[0.001523991,0.001278512,0.9383693,0.0001150936,0.00001951516,0.002230454,0.0005117193,0.01225985,0.00308301,0.002307713,0.03805828,0.0002425431],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9470971,0.00001324879,0.0001910543,0.001132083,0.00007194244,0.00006657806,0.000001603851,0.000002037013,0.0514243],"genre_scores_gemma":[0.9967248,0.00008823672,0.001228527,0.00001671689,0.0001045726,7.519789e-7,7.492897e-7,0.000009299991,0.001826336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06723104,"threshold_uncertainty_score":0.9954906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03501030132287318,"score_gpt":0.3231174961554748,"score_spread":0.2881071948326016,"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."}}