{"id":"W4413338376","doi":"10.1007/s11207-025-02531-y","title":"Data-Driven Reconstruction of a Low-Order Dynamo Model from Sunspot Data","year":2025,"lang":"en","type":"article","venue":"Solar Physics","topic":"Solar and Space Plasma Dynamics","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institut sur la Nutrition et les Aliments Fonctionnels; Istituto Nazionale di Astrofisica; Deutsche Forschungsgemeinschaft","keywords":"Physics; Dynamo; Sunspot; Solar physics; Astrophysics; Dynamo theory; Astronomy; Statistical physics; Magnetic field","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005648855,0.0002986601,0.000288244,0.0005959924,0.0001579372,0.0004461848,0.0003986591,0.0004269461,0.0008419369],"category_scores_gemma":[0.002349296,0.0002731184,0.0005143164,0.000319583,0.0002811492,0.0004391579,0.0003183793,0.000550418,0.0002251532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003805045,"about_ca_system_score_gemma":0.0004874571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006778404,"about_ca_topic_score_gemma":0.007006777,"domain_scores_codex":[0.9999152,0.00002595996,0.000005507783,0.00002544989,0.00001564964,0.00001223176],"domain_scores_gemma":[0.9995261,0.0001990587,0.00006936507,0.00008807504,0.00007453192,0.00004275879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001131329,0.00004954544,0.0317484,0.00005539072,0.00007169225,0.0001413487,0.00006814903,0.9451132,0.007631995,0.002947718,0.0008673842,0.01119193],"study_design_scores_gemma":[0.000002708624,0.000004831763,0.002952313,0.000001511792,0.000001972484,0.000008827169,0.000008010187,0.9956172,0.0005623415,0.0007004943,0.0001360349,0.000003883815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9285635,0.00009401031,0.06852132,0.0002801231,0.0000310488,0.00001732826,0.001228677,0.0003810905,0.0008829696],"genre_scores_gemma":[0.9881802,0.00003517401,0.01002518,0.00001566776,0.000009657469,0.0000107797,0.001306142,0.00002801601,0.0003891856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006778404,"threshold_uncertainty_score":0.01347786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02417406468994651,"score_gpt":0.2728806631762051,"score_spread":0.2487065984862586,"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."}}