{"id":"W2063312318","doi":"10.1016/j.rse.2013.08.004","title":"The global distribution of phytoplankton size spectrum and size classes from their light-absorption spectra derived from satellite data","year":2013,"lang":"en","type":"article","venue":"Remote Sensing of Environment","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":92,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Environment Research Council; Canadian Space Agency; Sight Research UK; Royal Society; European Space Agency; National Aeronautics and Space Administration","keywords":"Phytoplankton; Particle size; Population; Chlorophyll a; Absorption (acoustics); Particle-size distribution; Statistics; Physics; Mathematics; Chemistry; Biology; Optics; Ecology; Botany","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0003503018,0.0001886582,0.0001701438,0.001190616,0.0001383074,0.0002704168,0.0001477953,0.0002067002,0.001386929],"category_scores_gemma":[0.0008261832,0.0001815971,0.0003557373,0.0009337896,0.0002335452,0.000503254,0.0003474471,0.0002015874,0.0004302188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000193572,"about_ca_system_score_gemma":0.0001132392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003545282,"about_ca_topic_score_gemma":0.006142317,"domain_scores_codex":[0.9999157,0.00001094127,0.00000412084,0.00004163123,0.00001403714,0.00001344039],"domain_scores_gemma":[0.999465,0.0002057932,0.00009057468,0.00006323692,0.0001286717,0.00004672681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000244911,0.00002634666,0.9468439,0.00003668751,0.0001079625,0.00006468426,0.0001955085,0.005273069,0.02075875,0.0002784782,0.0006684292,0.02550135],"study_design_scores_gemma":[0.000005443144,0.00001641632,0.9950904,0.000004025529,0.00002166869,0.00004194845,0.00005877077,0.003650786,0.0005575885,0.0001100862,0.0004376865,0.000005266778],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960994,0.00007329205,0.0010061,0.00002612561,0.00000280745,0.000003157073,0.001409037,0.00003811822,0.001341896],"genre_scores_gemma":[0.9956194,0.00005607145,0.0009303944,0.00001113539,0.000004729334,0.000005462652,0.003028878,0.00002231613,0.0003216191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003545282,"threshold_uncertainty_score":0.007049322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01027525101405437,"score_gpt":0.1798312302715504,"score_spread":0.169555979257496,"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."}}