{"id":"W4406998841","doi":"10.3389/fmars.2024.1500225","title":"An observation-based method to estimate carbonate system variations in the Labrador Sea","year":2025,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Marine Biology and Ecology Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Carbonate; Geology; Oceanography; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003429608,0.0005448015,0.0003008999,0.001270105,0.0002954468,0.0005858665,0.0005699761,0.0004266145,0.001885543],"category_scores_gemma":[0.00135564,0.0002769196,0.0006602004,0.001438539,0.000128692,0.0004172746,0.0005018469,0.0004580795,0.0005226578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005193113,"about_ca_system_score_gemma":0.0009533959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05627554,"about_ca_topic_score_gemma":0.05025009,"domain_scores_codex":[0.9997445,0.00003012031,0.00002506773,0.0001015042,0.00006864756,0.00003017264],"domain_scores_gemma":[0.9997222,0.00005215227,0.00005432337,0.00004054811,0.0001176823,0.0000131359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004036633,0.0004098245,0.2867654,0.0003228672,0.0006388309,0.0002939492,0.0004373711,0.1891542,0.02756608,0.003448889,0.00873541,0.4818235],"study_design_scores_gemma":[0.00004078911,0.00008762877,0.1446707,0.00002591295,0.00007026224,0.00006342569,0.0001826856,0.839916,0.006716796,0.001052818,0.007112007,0.00006090069],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4684465,0.0003889954,0.5054842,0.0001899803,0.000184104,0.0004448152,0.01581056,0.003578974,0.005471876],"genre_scores_gemma":[0.7709701,0.0001852817,0.213785,0.00005764559,0.00005013817,0.0005311161,0.01054503,0.0001096054,0.003765982],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05627554,"threshold_uncertainty_score":0.111896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01410739963749802,"score_gpt":0.3050363221565344,"score_spread":0.2909289225190364,"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."}}