{"id":"W4322007253","doi":"10.5194/egusphere-egu23-7913","title":"Fate of Fire altered Organic Carbon in the arctic river-to-ocean continuum: Resolving Mackenzie River Black Carbon in the Beaufort Sea","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Oceanography; Dissolved organic carbon; Arctic; Total organic carbon; Context (archaeology); Carbon cycle; Canada Basin; Geology; Environmental chemistry; Ecosystem; Chemistry; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002394244,0.0003381936,0.0002548268,0.00069604,0.001179598,0.0009319001,0.0003263851,0.0004988527,0.0007754981],"category_scores_gemma":[0.0002281588,0.0001439468,0.0003361811,0.0008633331,0.0003027334,0.0004873921,0.000521266,0.0004584228,0.0001126744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001046175,"about_ca_system_score_gemma":0.0009828695,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.165665,"about_ca_topic_score_gemma":0.2957361,"domain_scores_codex":[0.9998865,0.000007450487,0.000006346721,0.0000401927,0.00002747515,0.00003198256],"domain_scores_gemma":[0.9998572,0.0000136293,0.00003585824,0.000009334221,0.00005836348,0.00002560138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002777259,0.00009191519,0.925028,0.0000827409,0.0002262911,0.0004107337,0.0007396356,0.00330141,0.05561282,0.0003271958,0.0006178541,0.01328377],"study_design_scores_gemma":[0.00001111222,0.00004030863,0.9814555,0.00001868756,0.00007413403,0.00009141541,0.0009753745,0.009231424,0.005504867,0.0001158535,0.002457262,0.00002409701],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979017,0.0001802562,0.0002780259,0.00006153934,0.00001037328,0.000003529002,0.0005280019,0.00002099321,0.001015564],"genre_scores_gemma":[0.998076,0.0001184844,0.0007953955,0.00007042554,0.00001065538,0.000004386276,0.0005372326,0.00001197899,0.0003755199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.834335,"threshold_uncertainty_score":0.3294014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01407456530231743,"score_gpt":0.2202228123260422,"score_spread":0.2061482470237248,"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."}}