{"id":"W2143414540","doi":"10.1038/ncomms1411","title":"Dust inputs and bacteria influence dissolved organic matter in clear alpine lakes","year":2011,"lang":"en","type":"article","venue":"Nature Communications","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":188,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada; Goddard Space Flight Center; Banco Bilbao Vizcaya Argentaria; National Aeronautics and Space Administration; Austrian Science Fund; ArcticNet; Parks Canada","keywords":"Dissolved organic carbon; Biogeochemical cycle; Environmental science; Organic matter; Aquatic ecosystem; Environmental chemistry; Ecosystem; Total organic carbon; Food web; Biogeochemistry; Ecology; Chemistry; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001316291,0.00008425117,0.0001076246,0.00006565845,0.0001071188,0.00003729746,0.0005192519,0.0001218667,0.001966217],"category_scores_gemma":[0.00003595667,0.00007187153,0.00001488065,0.0002246201,0.00007017631,0.0002183453,0.0001112676,0.0004179629,0.0002329418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002525602,"about_ca_system_score_gemma":0.00001855854,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001649844,"about_ca_topic_score_gemma":0.1121036,"domain_scores_codex":[0.9994185,0.00008294782,0.0001661238,0.000130313,0.00006507301,0.0001370166],"domain_scores_gemma":[0.9991292,0.00006742265,0.00005118136,0.0006574198,0.00003366266,0.00006106975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000012353,0.00002074726,0.9973674,0.000009391018,0.0000057188,0.000001470838,0.0003809119,7.305097e-7,0.000190808,0.0001516595,0.0003649276,0.001493928],"study_design_scores_gemma":[0.0001025939,0.00002467128,0.9829153,0.00001967922,0.000004486258,0.000009356005,0.0000661767,0.0002832001,0.00003251871,0.000133627,0.01631656,0.00009185201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970345,0.0009249319,0.000001873843,0.001090389,0.00006424003,0.0001211149,0.00003343827,0.00002606816,0.0273929],"genre_scores_gemma":[0.9981095,0.0002764239,0.0006340072,0.0006485916,0.00001365828,0.000002360678,0.0001054882,0.000003350401,0.0002066498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1104537,"threshold_uncertainty_score":0.9989461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01366608301507604,"score_gpt":0.2139931213022729,"score_spread":0.2003270382871969,"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."}}