{"id":"W4410198111","doi":"10.5194/egusphere-2025-1462-rc1","title":"Comment on egusphere-2025-1462","year":2025,"lang":"en","type":"peer-review","venue":"","topic":"Geophysics and Gravity Measurements","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003944713,0.0003358198,0.0005254864,0.00005934843,0.0001275619,0.00006610637,0.0004817315,0.0001462854,0.02537401],"category_scores_gemma":[0.00004266232,0.0002508461,0.0002136819,0.0001815781,0.00002566376,0.00004622302,0.00002552369,0.0004098084,0.004114713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009890453,"about_ca_system_score_gemma":0.0001645202,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009637413,"about_ca_topic_score_gemma":0.00233539,"domain_scores_codex":[0.9980145,0.00009853236,0.0003074124,0.0004475762,0.000786908,0.0003451474],"domain_scores_gemma":[0.9990181,0.0001105912,0.0001162284,0.0005285042,0.00009647843,0.0001300533],"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":[0.000003981748,0.00002946911,0.0002991444,0.0007306609,0.00005210801,0.000003893168,0.000001764823,0.00001456828,2.834981e-8,0.0003004254,0.9377078,0.06085613],"study_design_scores_gemma":[0.0001260781,0.0001037771,0.001604542,0.001998822,0.00008416491,2.506203e-7,0.00000275814,0.00003987442,0.000003849067,0.001743259,0.9940254,0.0002672107],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000007616313,0.02419158,0.00001056048,0.3054732,0.006739503,0.0007533353,0.00134867,0.00006128535,0.6614142],"genre_scores_gemma":[0.0002145757,0.005170285,0.0001264995,0.2165277,0.0003920187,0.000005366801,0.005782248,0.000005166971,0.7717761],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1103619,"threshold_uncertainty_score":0.9999944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04887719635963481,"score_gpt":0.2742301864604638,"score_spread":0.225352990100829,"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."}}