{"id":"W4413843703","doi":"10.1002/lom3.10727","title":"The ICOS OTC p CO 2 instrument intercomparison","year":2025,"lang":"en","type":"article","venue":"Limnology and Oceanography Methods","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography; Dalhousie University","funders":"HORIZON EUROPE Climate, Energy and Mobility; NOAA Pacific Marine Environmental Laboratory; National Key Research and Development Program of China; Natural Environment Research Council; National Oceanic and Atmospheric Administration; Vlaamse regering; Canada Foundation for Innovation; Helmholtz Association; Fonds Wetenschappelijk Onderzoek; HORIZON EUROPE Framework Programme; Canada Excellence Research Chairs, Government of Canada; Vlaams Instituut voor de Zee; Norges Forskningsråd; Dalhousie University; University of Exeter; Vetenskapsrådet; National Science Foundation; Integrated Marine Observing System","keywords":"Environmental science; Chemistry; Environmental chemistry; Food science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007579112,0.0002697711,0.0002765552,0.00002885671,0.0006038421,0.00004669906,0.0003916612,0.0002308808,0.00001599858],"category_scores_gemma":[0.00006432051,0.0002015703,0.0001420623,0.0004367295,0.001505876,0.0001223781,0.0004476328,0.000412256,0.00002913188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006112565,"about_ca_system_score_gemma":0.000007315859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001435495,"about_ca_topic_score_gemma":0.00001913417,"domain_scores_codex":[0.9980904,0.0004482537,0.000332713,0.0004721349,0.0001398323,0.0005166017],"domain_scores_gemma":[0.9987406,0.000637616,0.0001142637,0.0003929948,0.000003348722,0.0001111649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000024248,0.0001477251,0.6356725,0.00001311581,0.0001545097,0.000004605303,0.000521327,0.0005279967,0.01273888,0.001512464,0.005295183,0.3433875],"study_design_scores_gemma":[0.00117409,0.0004288197,0.5946683,0.00003820683,0.000195361,0.00003917102,0.003443185,0.006917654,0.0607265,0.01815817,0.3139293,0.0002812305],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8997486,0.001130763,0.08749175,0.0003177634,0.0004549398,0.0002306246,0.0000017254,0.00007442763,0.01054943],"genre_scores_gemma":[0.9087762,0.003941579,0.08444542,0.001968187,0.00003006907,0.00005366969,0.00000586115,0.00002497675,0.0007540942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3431062,"threshold_uncertainty_score":0.8219796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008689277414090701,"score_gpt":0.2659728576411006,"score_spread":0.2572835802270099,"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."}}