{"id":"W2042969735","doi":"10.1002/2013eo090014","title":"Variability of transparent organic particles in Arctic floodplain lakes","year":2013,"lang":"en","type":"article","venue":"Eos","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Floodplain; Permafrost; Beaufort sea; Arctic; Delta; River delta; Environmental science; Watershed; Sediment; Thermokarst; Oceanography; Hydrology (agriculture); Flood myth; Geology; Physical geography; Geography; Geomorphology; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001961242,0.00006119826,0.000115024,0.00002721117,0.00002203687,0.00001370351,0.0000885867,0.00003152727,0.03093656],"category_scores_gemma":[0.00003194626,0.00004844996,0.00002408432,0.0001318606,0.0000408614,0.0001057166,0.000003183486,0.00005590726,0.0003193087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002564001,"about_ca_system_score_gemma":0.00001181211,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009174124,"about_ca_topic_score_gemma":0.07984536,"domain_scores_codex":[0.9993854,0.00006643908,0.0001686142,0.0001174666,0.00009315091,0.0001688982],"domain_scores_gemma":[0.9996403,0.0001481366,0.00001860106,0.0001203393,0.00001743513,0.00005520901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005602582,0.00002782548,0.9916657,0.00003537294,0.000002715195,0.000001294999,0.0009272638,0.00006386742,0.003241403,0.000005381774,0.00005409409,0.003969477],"study_design_scores_gemma":[0.0001238466,0.00004035795,0.994399,0.00001647912,0.00000428395,0.000001615132,0.0002465608,0.00304268,0.001153293,0.0008002315,0.0001065774,0.00006506941],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985313,0.0001177521,0.00001217368,0.0002605409,0.00007995794,0.000138427,0.0001551736,0.000009757636,0.0006948581],"genre_scores_gemma":[0.9996921,0.00003353805,0.00003815696,0.00006845664,0.00003018997,0.00000220518,0.0001162386,0.000001579099,0.00001748757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07067124,"threshold_uncertainty_score":0.9974239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0367482537093941,"score_gpt":0.2254050421416582,"score_spread":0.1886567884322641,"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."}}