{"id":"W4415261726","doi":"10.5194/egusphere-2025-3895-rc1","title":"Comment on egusphere-2025-3895","year":2025,"lang":"","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 Calgary","funders":"","keywords":"Flux (metallurgy); Telescoping series; Transect; Plane (geometry); Measure (data warehouse); Limiting; Gaussian","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002064324,0.001076211,0.0009492682,0.001264923,0.003247957,0.004166986,0.002374425,0.01986993,0.3863756],"category_scores_gemma":[0.01401563,0.0005041031,0.001273749,0.001383416,0.00166479,0.003006069,0.002404351,0.01013696,0.28921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002829638,"about_ca_system_score_gemma":0.002646363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01915317,"about_ca_topic_score_gemma":0.02260864,"domain_scores_codex":[0.9983535,0.000133165,0.0001405477,0.0001861439,0.0008844992,0.0003021429],"domain_scores_gemma":[0.9955782,0.0009676276,0.0001872421,0.000394992,0.002195733,0.0006760962],"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":[0.00002124453,0.00001003304,0.00004216495,0.00002731299,0.000001253751,0.00005857742,0.000009118758,0.000007709332,0.0000604845,0.0004322373,0.995729,0.003600803],"study_design_scores_gemma":[0.0000141424,0.00001118094,0.0002019653,0.00005434738,0.0000013955,0.00001530749,0.0000322311,0.00002066892,0.00007696056,0.000285425,0.9992794,0.000006994136],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.0007200775,0.001145374,0.0009637172,0.2950389,0.3578914,0.0007725562,0.006148134,0.00408793,0.3332319],"genre_scores_gemma":[0.002781012,0.0007549592,0.0005186458,0.3189602,0.03905844,0.0003749176,0.001756554,0.0009993304,0.6347959],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3863756,"threshold_uncertainty_score":0.8752608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0607089356269861,"score_gpt":0.3886540764493838,"score_spread":0.3279451408223977,"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."}}