{"id":"W7116764408","doi":"10.5194/egusphere-2025-4745-rc2","title":"Comment on egusphere-2025-4745","year":2025,"lang":"","type":"peer-review","venue":"","topic":"Atmospheric Ozone and Climate","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Causal inference; Causal model; Inference; Causal analysis; Causal reasoning; Process (computing); Causality (physics); Statistical inference","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002312983,0.0009164748,0.000969273,0.001330568,0.002411011,0.00440771,0.002102374,0.01816238,0.3218609],"category_scores_gemma":[0.01354771,0.0004600706,0.001542203,0.001680309,0.001211537,0.003055897,0.002181477,0.009274706,0.1869361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003059458,"about_ca_system_score_gemma":0.003590177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03217939,"about_ca_topic_score_gemma":0.03531753,"domain_scores_codex":[0.9982509,0.0001319389,0.0001404708,0.0001773949,0.000953435,0.0003458482],"domain_scores_gemma":[0.9956116,0.001025446,0.0002403529,0.0004125931,0.002092314,0.0006177057],"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":[0.00002837286,0.000008736535,0.00007510131,0.00004234626,0.000002087212,0.0000448702,0.000007183018,0.00001223786,0.00004774199,0.0006441205,0.996398,0.002689352],"study_design_scores_gemma":[0.00002447723,0.000009501587,0.0005691188,0.00007757822,0.000002682357,0.00001191066,0.00003184016,0.00003057171,0.0000858869,0.0005405917,0.9986058,0.00001007029],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000801124,0.001659338,0.0007256678,0.3609771,0.3468922,0.0006015269,0.02512999,0.003144359,0.2600686],"genre_scores_gemma":[0.005162541,0.001202825,0.0006029395,0.4322015,0.04774893,0.0004629303,0.0065321,0.001081568,0.5050046],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3218609,"threshold_uncertainty_score":0.9672831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02828193013370781,"score_gpt":0.2755460290924142,"score_spread":0.2472640989587064,"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."}}