{"id":"W2996922583","doi":"10.1002/lom3.10346","title":"At‐sea intercomparison of three underway <i>p</i>CO<sub>2</sub> systems","year":2019,"lang":"en","type":"article","venue":"Limnology and Oceanography Methods","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Cummings Foundation","keywords":"Environmental science; Sustainability; Certification; Meteorology; Carbon dioxide; Atmospheric sciences; Chemistry; Physics; Ecology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001090712,0.0001865403,0.0004215892,0.0003342086,0.000130534,0.00002551491,0.0002068017,0.0002188078,0.0001497385],"category_scores_gemma":[0.00004222091,0.0001387232,0.0001299991,0.0003475217,0.0003584301,0.0001147234,0.00002422804,0.0001990014,0.00007908375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002316262,"about_ca_system_score_gemma":0.00002103697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004150499,"about_ca_topic_score_gemma":0.00007530059,"domain_scores_codex":[0.9980511,0.0008233147,0.0003401672,0.0003544436,0.0001295129,0.0003014775],"domain_scores_gemma":[0.9981912,0.001149606,0.000195113,0.0003140943,0.00004054693,0.0001094316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002435021,0.00002457858,0.9593642,0.0001203279,0.00009896537,0.00000227047,0.0001199413,0.0001729862,0.01094715,0.0005852074,0.0002341418,0.0280867],"study_design_scores_gemma":[0.0005081174,0.0005982973,0.9363634,0.00004676452,0.0000533955,0.00004879657,0.0002342979,0.005333125,0.04995991,0.0007690763,0.005820252,0.0002645904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833571,0.006857463,0.005123216,0.00008103577,0.0007993368,0.0002809878,0.00004464755,0.00005587925,0.003400349],"genre_scores_gemma":[0.995399,0.0005010757,0.003859227,0.00009095111,0.00004053311,9.786528e-7,0.00003791219,0.000005759006,0.00006458812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03901275,"threshold_uncertainty_score":0.5656967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02182074612792748,"score_gpt":0.2789758916243981,"score_spread":0.2571551454964706,"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."}}