{"id":"W4413317818","doi":"10.5194/egusphere-2025-3482-rc2","title":"Comment on egusphere-2025-3482","year":2025,"lang":"en","type":"peer-review","venue":"","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science Foundation","keywords":"Psychology","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":[],"category_scores_codex":[0.00341984,0.001101889,0.001232178,0.002133992,0.003926981,0.005013264,0.002672518,0.0250484,0.2991174],"category_scores_gemma":[0.02195715,0.0006067635,0.001589074,0.00238545,0.001587295,0.003777098,0.002428329,0.008753642,0.2409946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003680799,"about_ca_system_score_gemma":0.005504879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04041747,"about_ca_topic_score_gemma":0.04973512,"domain_scores_codex":[0.9969912,0.000218011,0.0002749532,0.0002829994,0.001736062,0.0004968126],"domain_scores_gemma":[0.9889774,0.002009764,0.0004197351,0.0007635529,0.006160097,0.001669443],"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":[0.00001054868,0.000006281643,0.00003426988,0.00002978322,8.400514e-7,0.00003556181,0.000004949381,0.000005246187,0.0000208686,0.0003224656,0.9976649,0.001864279],"study_design_scores_gemma":[0.00001875116,0.00000863691,0.0004403456,0.00006801003,0.000001641165,0.00001420644,0.00002860189,0.00001896428,0.0000423627,0.0002552779,0.9990947,0.000008548491],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005415337,0.001714773,0.0004257754,0.389277,0.3389098,0.0006922733,0.007905529,0.00243482,0.2580986],"genre_scores_gemma":[0.0025558,0.001229786,0.0003373942,0.3194687,0.05590616,0.0005024202,0.002379401,0.0008015566,0.6168188],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2991174,"threshold_uncertainty_score":0.999724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06570646208975948,"score_gpt":0.401816190060806,"score_spread":0.3361097279710465,"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."}}