{"id":"W4409042963","doi":"10.5194/egusphere-2025-416-rc1","title":"Comment on egusphere-2025-416","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":"McGill University","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005204651,0.0009599677,0.001135962,0.002045909,0.003970427,0.005573431,0.002895457,0.02647348,0.2601387],"category_scores_gemma":[0.03036205,0.0005796286,0.001720274,0.001855775,0.001646434,0.003714812,0.002470499,0.008913245,0.1991189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003627485,"about_ca_system_score_gemma":0.007086833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03124971,"about_ca_topic_score_gemma":0.04476212,"domain_scores_codex":[0.9960529,0.000326871,0.0003658629,0.0003337643,0.002239214,0.000681493],"domain_scores_gemma":[0.9815651,0.003216018,0.0006308743,0.001142061,0.01069043,0.002755547],"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":[0.00001359838,0.000007243309,0.00004938148,0.000043816,0.000001118055,0.00005057925,0.000007739665,0.000005371749,0.0000360333,0.0003918051,0.9972711,0.002122243],"study_design_scores_gemma":[0.00001811975,0.000009145307,0.0005400135,0.00007346789,0.000001861391,0.00001802076,0.0000382408,0.00001823402,0.00005600448,0.0002795984,0.9989386,0.000008711695],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006132595,0.001689594,0.0005124165,0.4419585,0.344379,0.0009759297,0.006205005,0.002126139,0.2015402],"genre_scores_gemma":[0.002641236,0.001076826,0.0004777336,0.343677,0.04861167,0.0005963128,0.001993984,0.0006997908,0.6002254],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2601387,"threshold_uncertainty_score":0.8702506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06486657848747196,"score_gpt":0.4011597882281668,"score_spread":0.3362932097406948,"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."}}