{"id":"W2883000460","doi":"10.1017/s1743921317007244","title":"Sandpile Models and Solar Flares: Eigenfunction Decomposition for Data Assimilation","year":2017,"lang":"en","type":"article","venue":"Proceedings of the International Astronomical Union","topic":"Solar and Space Plasma Dynamics","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Solar flare; Data assimilation; Eigenfunction; Flare; Physics; Assimilation (phonology); Criticality; Astrophysics; Statistical physics; Computer science; Meteorology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003448694,0.0004728028,0.0004921692,0.0002300606,0.0003096086,0.0006549896,0.0005658536,0.0007330582,0.001145405],"category_scores_gemma":[0.001286652,0.0002768518,0.0005244396,0.0002428857,0.0004066586,0.0006247721,0.0005871458,0.001024808,0.0001818034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003610606,"about_ca_system_score_gemma":0.0005199242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007912496,"about_ca_topic_score_gemma":0.005615636,"domain_scores_codex":[0.9999106,0.0000414667,0.000005504061,0.00001102263,0.00001974602,0.000011625],"domain_scores_gemma":[0.9996825,0.0001773975,0.00002937923,0.00003883784,0.00004098625,0.00003084656],"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":[0.00002132635,0.00003131792,0.0007839021,0.00002075263,0.00003019871,0.00002799759,0.00002235799,0.9790787,0.002328537,0.01011914,0.0004441533,0.007091674],"study_design_scores_gemma":[6.356859e-7,9.762863e-7,0.00003032475,7.076522e-7,3.729406e-7,9.076206e-7,0.000001232804,0.9985934,0.00007053479,0.001245906,0.00005398681,0.000001008185],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09545469,0.0002706015,0.900913,0.0005165208,0.0000523494,0.00003911504,0.0002742708,0.0005011861,0.001978287],"genre_scores_gemma":[0.8312379,0.0002796183,0.1650973,0.0001400234,0.000049798,0.0001502991,0.0004136392,0.0001715088,0.002459943],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007912496,"threshold_uncertainty_score":0.01573288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0315246675197166,"score_gpt":0.2887830533976576,"score_spread":0.257258385877941,"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."}}