{"id":"W2009978550","doi":"10.1111/fwb.12187","title":"Mineralisation of dissolved organic matter by heterotrophic stream biofilm communities in a large boreal catchment","year":2013,"lang":"en","type":"article","venue":"Freshwater Biology","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Dissolved organic carbon; Organic matter; Environmental chemistry; Environmental science; Nutrient; Boreal; Wetland; Ecology; Peat; Drainage basin; Total organic carbon; Chemistry; Biology","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":[0.00008120503,0.0001303391,0.0001713651,0.00004618035,0.00003459669,0.00001149755,0.0002220234,0.0001316269,0.002256406],"category_scores_gemma":[0.000001941301,0.00009622138,0.00003137717,0.00008264803,0.0001914402,0.0001029271,0.0001965953,0.0001171724,0.0003854648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007118218,"about_ca_system_score_gemma":0.000002128257,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0237239,"about_ca_topic_score_gemma":0.004171698,"domain_scores_codex":[0.9990723,0.0001189605,0.0002603409,0.0001585904,0.00006770941,0.000322165],"domain_scores_gemma":[0.9996158,0.00001807462,0.00006588646,0.0002491085,0.000006909097,0.00004418459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009435805,0.0001304171,0.9711081,0.000005818204,0.000006664646,4.419471e-7,0.0009321655,0.00001021312,0.02294431,0.00001106229,0.004740267,0.0001010568],"study_design_scores_gemma":[0.001604963,0.0003728801,0.9644299,0.00002291616,0.00001287729,0.00000541184,0.000436519,0.003794519,0.01573518,0.00670079,0.006478684,0.0004053723],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998363,0.0000204988,0.00005037569,0.0008246276,0.00008046052,0.0001977756,0.0002079201,0.00001507367,0.0002403388],"genre_scores_gemma":[0.9979285,0.00002045015,0.0001943605,0.0004571486,0.00001224137,0.00005589956,0.00109687,0.0000110083,0.0002234938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01955221,"threshold_uncertainty_score":0.9986557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007275142063453351,"score_gpt":0.2072789524021824,"score_spread":0.2000038103387291,"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."}}