{"id":"W2920888186","doi":"10.25959/100.00031961","title":"Biogeochemical cycle of iron : distribution and speciation in the North Atlantic Ocean (GA01) and the Southern Ocean (GIpr05) (GEOTRACES)","year":2019,"lang":"en","type":"dissertation","venue":"UTAS Research Repository","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Forestry; Geography; Art","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":[],"consensus_categories":[],"category_scores_codex":[0.001349256,0.0001463515,0.0002459749,0.00009369836,0.0002158373,0.0001499909,0.0002915044,0.0001462142,0.00002996281],"category_scores_gemma":[0.000123162,0.00008448688,0.00005322288,0.0002543501,0.0001798926,0.0000904383,0.00002733854,0.000533954,0.00001507568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001128988,"about_ca_system_score_gemma":0.00009445292,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03593261,"about_ca_topic_score_gemma":0.01762776,"domain_scores_codex":[0.9977952,0.0005350377,0.0003443786,0.0003061562,0.00073584,0.0002834219],"domain_scores_gemma":[0.9988329,0.000563371,0.0001710294,0.0002729425,0.0001012826,0.00005844315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004734789,0.00002680406,0.9916144,0.000414681,0.00002294224,0.00001739406,0.003421025,0.00003914837,0.00002807839,0.00008133118,0.0005673527,0.003293349],"study_design_scores_gemma":[0.0008268864,0.0002030403,0.9751193,0.0001857076,0.00004606805,0.00004263897,0.01006179,0.01023504,0.0001145617,0.0004514185,0.002484546,0.0002290173],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913741,0.0009932561,3.432393e-7,0.0001059795,0.000126824,0.000588418,0.0002274112,0.000006861667,0.006576816],"genre_scores_gemma":[0.9947625,0.0002398133,0.000001069529,0.000006865987,0.0001717943,0.000001854357,0.004024329,0.00000499684,0.0007867448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01830485,"threshold_uncertainty_score":0.9836701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009757181064696394,"score_gpt":0.2340715074165891,"score_spread":0.2243143263518927,"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."}}