{"id":"W4392597881","doi":"10.5194/egusphere-egu24-3406","title":"Summer fresh layers and winter mixed layers in the western Subpolar Gyre","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ocean gyre; Oceanography; Environmental science; Climatology; Geography; Geology; Fishery; Biology; Subtropics","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":[0.0001574778,0.0002650548,0.0001838782,0.0006290904,0.0002760997,0.00107958,0.00009499367,0.0001752437,0.001780794],"category_scores_gemma":[0.0003641357,0.0001743203,0.0002097911,0.0007972897,0.0001655694,0.0004361394,0.0002845817,0.0001367751,0.000327221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004221594,"about_ca_system_score_gemma":0.0001869782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04300413,"about_ca_topic_score_gemma":0.08145074,"domain_scores_codex":[0.9999448,0.000007846129,0.000005946526,0.00001653677,0.000008063216,0.00001675131],"domain_scores_gemma":[0.9997637,0.00003126353,0.00009804731,0.000010679,0.00002723626,0.00006906191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001528872,0.00001163517,0.9914991,0.00001575905,0.0000397241,0.0001084567,0.0002748017,0.000611975,0.00176404,0.0001224659,0.0002135419,0.005185624],"study_design_scores_gemma":[0.000002556785,0.000007787753,0.9987214,0.000005999492,0.000009380754,0.00001509993,0.0002184491,0.0005859323,0.00007728855,0.00004085015,0.0003135289,0.000001722411],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973387,0.0006218003,0.00009636163,0.00003787615,0.000009410765,0.000002428394,0.0005340199,0.0000109438,0.001348471],"genre_scores_gemma":[0.9985889,0.0002189463,0.00009613578,0.00001191671,0.00000810338,0.000001453341,0.00057928,0.000003712893,0.0004915427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04300413,"threshold_uncertainty_score":0.08550763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03668291727836268,"score_gpt":0.2783061016626845,"score_spread":0.2416231843843219,"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."}}