{"id":"W4408769135","doi":"10.5194/egusphere-2025-400-rc2","title":"Comment on egusphere-2025-400","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":"Institut National de la Recherche Scientifique; General Dynamics (Canada); Université du Québec à Montréal; Bishop's University; Concordia University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001026885,0.0006570704,0.0006270817,0.0009548982,0.002575233,0.002436401,0.001828897,0.01397715,0.3861411],"category_scores_gemma":[0.006735304,0.0003842822,0.0008723501,0.0009120408,0.00100174,0.001893323,0.001771574,0.007337747,0.2239641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002733682,"about_ca_system_score_gemma":0.002457838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06974992,"about_ca_topic_score_gemma":0.08990462,"domain_scores_codex":[0.9992291,0.00004965315,0.00005554857,0.00007817469,0.0003980479,0.0001895173],"domain_scores_gemma":[0.9974709,0.0004374642,0.00009520246,0.0001733968,0.001256737,0.0005663421],"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":[0.00001430199,0.000006268022,0.00005786784,0.00001706601,8.082392e-7,0.00004239904,0.000005673302,0.000004550035,0.00003029051,0.0002012891,0.9973099,0.00230954],"study_design_scores_gemma":[0.00001722065,0.000007834552,0.000556139,0.00005408409,0.000001582662,0.00001456884,0.00003848906,0.00001678505,0.00005956523,0.0001950286,0.9990314,0.000007304953],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0008813154,0.001329273,0.0005111278,0.3207147,0.2753168,0.0008015879,0.01243418,0.002929057,0.385082],"genre_scores_gemma":[0.003244303,0.0006204561,0.0002323722,0.2825541,0.03040694,0.0002857904,0.00243986,0.0005453739,0.6796708],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3861411,"threshold_uncertainty_score":0.8755952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06493554378006623,"score_gpt":0.4011802614555816,"score_spread":0.3362447176755154,"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."}}