{"id":"W4401072927","doi":"10.5194/essd-2024-103-rc1","title":"Comment on essd-2024-103","year":2024,"lang":"en","type":"peer-review","venue":"","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Greenhouse gas; Inversion (geology); Environmental science; Methane; Meteorology; Nitrous oxide; Land use; Carbon stock; Carbon flux; Atmospheric sciences; Environmental resource management; Climate change; Geography; Ecosystem; Chemistry; Geology; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002343394,0.0006707253,0.0008785956,0.001030936,0.002299279,0.004841151,0.002575651,0.0180497,0.303508],"category_scores_gemma":[0.0141971,0.0004526406,0.001487891,0.001417956,0.001171834,0.002673719,0.002062469,0.009979942,0.2460431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003140066,"about_ca_system_score_gemma":0.003743533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02266151,"about_ca_topic_score_gemma":0.02761178,"domain_scores_codex":[0.9978206,0.0001855327,0.0002049074,0.000211799,0.001166359,0.0004107447],"domain_scores_gemma":[0.9950196,0.001143993,0.0001918543,0.000400611,0.002664222,0.0005797526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001645218,0.000005776,0.00004513826,0.0000300591,0.000001056148,0.00003310026,0.00000546353,0.000007941214,0.00002732737,0.0005305894,0.9972287,0.002068349],"study_design_scores_gemma":[0.00001889111,0.000007465792,0.0003831193,0.00007250514,0.00000195835,0.00001356656,0.00002359327,0.00002337406,0.0000744123,0.0004668887,0.9989064,0.000007944301],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006864623,0.001510785,0.0008905455,0.3003499,0.2911457,0.0005656866,0.02758147,0.003303574,0.3739658],"genre_scores_gemma":[0.003566399,0.0007326227,0.0004575156,0.377847,0.02744306,0.0004716413,0.006329353,0.0008662399,0.5822861],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6964921,"threshold_uncertainty_score":0.9934614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01354006406296631,"score_gpt":0.2514275622672088,"score_spread":0.2378874982042425,"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."}}