{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00543772,0.000826597,0.0007024733,0.001475542,0.001877247,0.002458799,0.001388304,0.001361026,0.004435058],"category_scores_gemma":[0.002253162,0.0003131587,0.0007467858,0.001823137,0.001216564,0.001238982,0.001456259,0.001692989,0.001788128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004038759,"about_ca_system_score_gemma":0.008254194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06027888,"about_ca_topic_score_gemma":0.07731041,"domain_scores_codex":[0.9979367,0.0002112086,0.00005730006,0.0003009105,0.001235514,0.0002582289],"domain_scores_gemma":[0.9958027,0.0002903886,0.0003498752,0.0006281523,0.002322318,0.0006066535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01294081,0.001904876,0.1347608,0.0009073979,0.0008358491,0.0009527254,0.0006160119,0.04457192,0.2414948,0.009537894,0.2893643,0.2621126],"study_design_scores_gemma":[0.001747118,0.001683531,0.3357556,0.0002379206,0.0003939811,0.0002192546,0.0005873324,0.05068303,0.2619114,0.003428254,0.3431228,0.0002298823],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5333553,0.001929009,0.04737952,0.007723803,0.004918548,0.002840824,0.08678933,0.00640618,0.3086575],"genre_scores_gemma":[0.8151425,0.0005387284,0.08123378,0.002717203,0.0006572448,0.001665527,0.06889866,0.002747518,0.02639889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06027888,"threshold_uncertainty_score":0.1198561,"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."}}