{"id":"W6976659260","doi":"10.60692/hqf7m-6gf74","title":"Anthropogenic carbon pathways towards the North Atlantic interior revealed by Argo-O2, neural networks and back-calculations","year":2024,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"ANT; Water mass; Artificial neural network; Ant colony optimization algorithms; Mixed layer; 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":[0.0002040208,0.0003608211,0.000135184,0.0004063587,0.0001914068,0.0005959597,0.0002503464,0.0002548919,0.0008800296],"category_scores_gemma":[0.0006499432,0.0001459025,0.000247526,0.0003114488,0.0001880467,0.000334824,0.0002861458,0.0002139092,0.0001081745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000424584,"about_ca_system_score_gemma":0.0003242871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04152845,"about_ca_topic_score_gemma":0.05547726,"domain_scores_codex":[0.9999496,0.0000110459,0.000003432542,0.00001630932,0.000008346284,0.00001124444],"domain_scores_gemma":[0.9998311,0.00005175067,0.00004379257,0.00001481531,0.00003560087,0.00002290949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004115274,0.0002001219,0.5593559,0.0000574649,0.0002453167,0.0002894306,0.0001848274,0.3897414,0.01468052,0.0007220707,0.001121093,0.03299034],"study_design_scores_gemma":[0.00001351262,0.00002377353,0.2256821,0.000008493796,0.0000244412,0.0000130437,0.00009000936,0.7721336,0.001392322,0.0002922763,0.00031006,0.00001632039],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979577,0.00003329202,0.000922881,0.00005765081,0.000007115935,0.000003184744,0.0002298129,0.00004482859,0.0007435456],"genre_scores_gemma":[0.9988173,0.00001678857,0.0007063597,0.000006596154,0.000002767634,0.000001825873,0.0002029434,0.00000607781,0.0002393635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04152845,"threshold_uncertainty_score":0.08257347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02089574602211077,"score_gpt":0.1804939388409582,"score_spread":0.1595981928188474,"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."}}