{"id":"W7161991427","doi":"10.82308/44474","title":"Dissolved organic matter fluorescence : relationships with heterotrophic metabolism","year":2002,"lang":"en","type":"dissertation","venue":"","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dissolved organic carbon; Bacterioplankton; Heterotroph; Organic matter; Carbon cycle; Plankton; Respiration; Fluorescence spectroscopy","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":[0.0002093014,0.000203597,0.000133014,0.0002844195,0.0002139534,0.0003619358,0.0001353978,0.0003297573,0.0007632221],"category_scores_gemma":[0.0005236926,0.0001239511,0.0001063354,0.0003706535,0.0001501602,0.000146347,0.0001143243,0.0002416262,0.0002084233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001279248,"about_ca_system_score_gemma":0.0003465503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07927258,"about_ca_topic_score_gemma":0.09318736,"domain_scores_codex":[0.9999373,0.000008050932,0.000001630153,0.00001653315,0.00001939263,0.00001699723],"domain_scores_gemma":[0.9998442,0.00003348036,0.00002657324,0.00000407071,0.00006743202,0.00002422259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007195041,0.000152279,0.7787954,0.0001250722,0.0001223218,0.0001261537,0.0003499628,0.001147487,0.1790083,0.0001296288,0.0006300351,0.03869376],"study_design_scores_gemma":[0.000004786923,0.00006414037,0.9864828,0.000007675048,0.00001749706,0.000150854,0.00008627153,0.001517111,0.01104397,0.00005307493,0.0005656914,0.000006147796],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968898,0.000963188,0.0007364338,0.00008301014,0.000001984345,0.000008596393,0.0003956644,0.00001477674,0.0009066029],"genre_scores_gemma":[0.9972565,0.0003970962,0.0005843575,0.00003555019,0.000002312586,0.000006422999,0.0003768679,0.00000292749,0.001338039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07927258,"threshold_uncertainty_score":0.1576223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0122226412608252,"score_gpt":0.1813397461805889,"score_spread":0.1691171049197637,"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."}}