{"id":"W4406482627","doi":"10.1007/s00704-024-05324-8","title":"Correction to: A comparative analysis of deep learning models for soil temperature prediction in cold climates","year":2025,"lang":"en","type":"article","venue":"Theoretical and Applied Climatology","topic":"Image Processing and 3D Reconstruction","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada; University of Ottawa","funders":"","keywords":"Climatology; Environmental science; Meteorology; Geology; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002215036,0.00008779892,0.0003485,0.0003154952,0.0001045713,0.00003717602,0.0001026235,0.00008916327,0.000003662067],"category_scores_gemma":[0.00003057961,0.00007595369,0.00004109493,0.0007938959,0.0002081891,0.00006714455,0.0000596196,0.0001495444,7.306993e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001342907,"about_ca_system_score_gemma":0.00001930554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002247794,"about_ca_topic_score_gemma":0.0000135706,"domain_scores_codex":[0.999218,0.00005125168,0.0002411136,0.0002739752,0.00005033186,0.0001652944],"domain_scores_gemma":[0.999417,0.000344247,0.00005688761,0.00008837788,0.00006277179,0.00003073693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001031221,0.00003762016,0.001148834,0.00003713838,0.00006043042,1.529432e-7,0.0007335803,0.0154558,0.003980581,0.972881,0.00002575735,0.005535984],"study_design_scores_gemma":[0.0003110096,0.00005754273,0.0003531077,0.00002632032,0.00009601741,0.000003853045,0.0003844365,0.8977483,0.01540106,0.08554173,0.000010222,0.00006642682],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3402771,0.00007002848,0.6526319,0.0002268657,0.0002165065,0.0001719577,0.000003011184,0.0000560479,0.006346611],"genre_scores_gemma":[0.9939995,0.00001279883,0.005793285,0.0000829936,0.000006272472,0.00006331865,0.000007828065,0.000001963338,0.00003198314],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8873393,"threshold_uncertainty_score":0.3097301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007563226456642116,"score_gpt":0.2540247343746998,"score_spread":0.2464615079180577,"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."}}