{"id":"W3108022430","doi":"10.1002/essoar.10505064.1","title":"Seasonality in Southern Ocean isoscapes","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tula Foundation; University of British Columbia","funders":"","keywords":"Electronic mail; World Wide Web; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004968013,0.0001651756,0.0001635792,0.000617248,0.0001599455,0.0005874509,0.0001819171,0.0002561705,0.0007661671],"category_scores_gemma":[0.001173705,0.0001383151,0.0003582319,0.0007497412,0.0002467988,0.0003018133,0.0004676542,0.0001799873,0.0001965238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002973248,"about_ca_system_score_gemma":0.000228835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009822576,"about_ca_topic_score_gemma":0.0180662,"domain_scores_codex":[0.999884,0.00001797807,0.00001035157,0.00005136712,0.00002258366,0.00001377128],"domain_scores_gemma":[0.9995715,0.0001074403,0.0001170405,0.00006121636,0.00009388795,0.00004888275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000954786,0.0000190707,0.9715076,0.00002439119,0.00006340957,0.00008378433,0.0001935806,0.0135724,0.003027879,0.0003241185,0.0004616487,0.01062665],"study_design_scores_gemma":[0.000005410345,0.00001846387,0.9730952,0.000008918893,0.00001351893,0.00004884045,0.0001266572,0.02464769,0.000588841,0.0004562251,0.000980771,0.000009448912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957919,0.00009338695,0.001623352,0.0000382113,0.000007935234,0.000005641969,0.00107121,0.00008149885,0.001286752],"genre_scores_gemma":[0.997323,0.00004568851,0.000726866,0.000007748503,0.000004150105,0.000004608149,0.001688144,0.0000128144,0.0001870687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009822576,"threshold_uncertainty_score":0.01953083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02232846819039631,"score_gpt":0.2087057481790839,"score_spread":0.1863772799886876,"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."}}