{"id":"W4414037459","doi":"10.5194/egusphere-2025-3527-rc2","title":"Comment on egusphere-2025-3527","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":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":[0.001586361,0.0009990237,0.0009123746,0.001251215,0.002471323,0.003596351,0.001998582,0.01415949,0.4535639],"category_scores_gemma":[0.008027574,0.0004391454,0.001234725,0.001398272,0.001171316,0.002265113,0.002063912,0.006501399,0.3094012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00279095,"about_ca_system_score_gemma":0.003182907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03545061,"about_ca_topic_score_gemma":0.04796573,"domain_scores_codex":[0.9987969,0.00007539457,0.00009636677,0.0001266526,0.0006196205,0.000285075],"domain_scores_gemma":[0.9965659,0.000514711,0.0001375944,0.0002970217,0.001733809,0.0007511171],"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":[0.00002156814,0.00001020518,0.00005611731,0.00003035576,0.000001087702,0.00004217149,0.000004686016,0.000008178366,0.00004440541,0.000245608,0.995989,0.00354664],"study_design_scores_gemma":[0.00002243778,0.000009929576,0.0004652532,0.00006030924,0.000001554544,0.00001287652,0.00002856361,0.0000180817,0.00006818074,0.0002116641,0.9990927,0.000008487322],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0008262997,0.001233853,0.0006875017,0.1993539,0.3438681,0.0009247315,0.01422076,0.003946588,0.4349382],"genre_scores_gemma":[0.003216728,0.00083854,0.0004171228,0.2050026,0.04267424,0.0004202841,0.003954016,0.00095421,0.7425222],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4535639,"threshold_uncertainty_score":0.7794248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06530358048730252,"score_gpt":0.4011230798623525,"score_spread":0.33581949937505,"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."}}