{"id":"W4235423054","doi":"10.3402/tellusb.v55i2.16728","title":"TransCom 3 CO&lt;sub&gt;2&lt;/sub&gt; inversion intercomparison: 1. Annual mean control results and sensitivity to transport and prior flux information","year":2003,"lang":"en","type":"article","venue":"Tellus B","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Environmental science; Sensitivity (control systems); Inversion (geology); Flux (metallurgy); Atmospheric sciences; Meteorology; Chemistry; Physics; Geology","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"],"consensus_categories":[],"category_scores_codex":[0.0004825649,0.0002561214,0.0002822899,0.00001631247,0.0001900988,0.00002803833,0.00007636585,0.0001285848,0.00009730675],"category_scores_gemma":[0.00001881333,0.00024581,0.00005208741,0.0001308203,0.0002924473,0.0006110363,0.00004193963,0.0001623677,0.0001921893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001681764,"about_ca_system_score_gemma":0.000008543597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001014917,"about_ca_topic_score_gemma":0.000292567,"domain_scores_codex":[0.9984965,0.00009644988,0.0003758883,0.0003500511,0.0003415951,0.0003395351],"domain_scores_gemma":[0.9993397,0.00005603945,0.00009596913,0.0002148341,0.000005756749,0.0002877101],"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":[0.004139409,0.0009414564,0.1981133,0.0002076275,0.0002068579,0.0002147953,0.07944993,0.1049011,0.1548415,0.0004278815,0.0110893,0.4454669],"study_design_scores_gemma":[0.0088577,0.001048186,0.765647,0.00008791767,0.0001904002,0.000199006,0.002494972,0.07095166,0.01119003,0.0001072998,0.1376903,0.001535571],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9670253,0.00003290096,0.02750425,0.0001821259,0.00007672959,0.0004832551,0.00006898135,0.00005480384,0.004571643],"genre_scores_gemma":[0.9966563,0.00007108535,0.00238219,0.0006082925,0.00001362899,0.000006652111,0.00003182947,0.00001543767,0.0002145985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5675337,"threshold_uncertainty_score":0.9999994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004267087328958788,"score_gpt":0.1816902007942739,"score_spread":0.1774231134653151,"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."}}