{"id":"W1973043070","doi":"10.1021/es0205838","title":"Comparison of Three Techniques Used To Measure Diffusive Gas Exchange from Sheltered Aquatic Surfaces","year":2003,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":151,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Canada; University of Alberta; Fisheries and Oceans Canada","funders":"Northwestern University","keywords":"Wind speed; Flux (metallurgy); Environmental science; Methane; Atmospheric sciences; Boundary layer; Planetary boundary layer; Atmosphere (unit); Carbon dioxide; Meteorology; Chemistry; Mechanics; Physics","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000429069,0.0003906557,0.0005059753,0.0001063446,0.0003456202,0.00002673885,0.001201144,0.0002471037,0.002248062],"category_scores_gemma":[0.00007709542,0.0003675885,0.00008525493,0.001216276,0.003804083,0.0003427509,0.0008510458,0.0002908535,0.0004628391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009355279,"about_ca_system_score_gemma":0.00001765146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003728316,"about_ca_topic_score_gemma":0.0003235392,"domain_scores_codex":[0.9966086,0.00005917828,0.0005201773,0.000986528,0.001045322,0.0007801926],"domain_scores_gemma":[0.9985694,0.00004663775,0.0002659963,0.0008522543,0.0000022938,0.0002634605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001181089,0.0003214932,0.532209,0.00000188338,0.000009313052,0.000004363469,0.0006609552,0.00194162,0.4436213,0.00006792142,0.00004027992,0.02111009],"study_design_scores_gemma":[0.0007762098,0.001082292,0.2265814,0.00005308638,0.00007430489,0.00001951773,0.003826006,0.005140981,0.7477983,0.00506969,0.008418676,0.001159514],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856243,0.0001723036,0.01088298,0.0002826383,0.0001191032,0.0006931126,0.00001384008,0.0001468875,0.002064811],"genre_scores_gemma":[0.9629014,0.00003291668,0.03670245,0.00010444,0.000009609463,0.00007398934,0.000004603199,0.00003443731,0.0001362137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3056276,"threshold_uncertainty_score":0.9998776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01777777312277109,"score_gpt":0.2435428072534657,"score_spread":0.2257650341306946,"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."}}