{"id":"W4409536081","doi":"10.5194/egusphere-2025-543-rc2","title":"Comment on egusphere-2025-543","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":"University of Saskatchewan","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":[0.001589358,0.0009649507,0.0008338995,0.001124432,0.002278053,0.00351961,0.001968167,0.01508799,0.2634321],"category_scores_gemma":[0.007014286,0.0004109761,0.001472823,0.001366585,0.001039914,0.002322794,0.001675827,0.00780501,0.1735695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002440666,"about_ca_system_score_gemma":0.002750703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03061912,"about_ca_topic_score_gemma":0.04003674,"domain_scores_codex":[0.9987013,0.00008576088,0.0001089509,0.0001331819,0.0007110454,0.0002597719],"domain_scores_gemma":[0.9968008,0.0005494526,0.0001783053,0.0003098634,0.001656599,0.0005049712],"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":[0.00002015937,0.000007771157,0.00006649271,0.00002975017,0.000001319385,0.00003662672,0.000004632871,0.000008296925,0.00005713818,0.0002550562,0.9972435,0.002269345],"study_design_scores_gemma":[0.0000299873,0.00001147215,0.0008664152,0.00007289455,0.000002782322,0.00001700826,0.00003110001,0.0000278061,0.0001208782,0.0003088114,0.9985002,0.00001066264],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.001056067,0.001486119,0.0007675068,0.3014443,0.3811649,0.0007301093,0.02450884,0.004360964,0.2844812],"genre_scores_gemma":[0.005016013,0.001087876,0.0005965061,0.4324756,0.06411079,0.0005174613,0.006999212,0.001210226,0.4879863],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2634321,"threshold_uncertainty_score":0.8812683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0653559962903551,"score_gpt":0.4011359294746306,"score_spread":0.3357799331842755,"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."}}