{"id":"W2003200816","doi":"10.1088/0029-5515/53/6/063022","title":"Inter-machine validation study of neoclassical transport modelling in medium- to high-density stellarator-heliotron plasmas","year":2013,"lang":"en","type":"article","venue":"Nuclear Fusion","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Council Canada","keywords":"Stellarator; Ambipolar diffusion; Physics; Plasma; Large Helical Device; Electric field; Atomic physics; Fusion power; Magnetic confinement fusion; Computational physics; Nuclear physics; Tokamak","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":[0.002288644,0.0004819976,0.0004807184,0.0004531213,0.000454578,0.0008926883,0.0009818012,0.0006047549,0.001431668],"category_scores_gemma":[0.003147637,0.0001902769,0.0005376437,0.0004460998,0.0006190001,0.0007435913,0.0007746262,0.0006053082,0.000352343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008217025,"about_ca_system_score_gemma":0.0004060239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001437611,"about_ca_topic_score_gemma":0.0009666613,"domain_scores_codex":[0.9991787,0.000248244,0.00004253979,0.0001585568,0.0002973135,0.00007461822],"domain_scores_gemma":[0.9979207,0.0009793692,0.0001581991,0.0004521404,0.000431662,0.0000579029],"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":[0.001566816,0.0004936515,0.05431404,0.0004911245,0.0002227752,0.0005355798,0.0006367894,0.7970553,0.05965233,0.00454303,0.002403053,0.0780855],"study_design_scores_gemma":[0.00005380225,0.0009620214,0.02439465,0.00003617666,0.00003932554,0.0001641345,0.0001780358,0.9008911,0.06905773,0.001377244,0.002805569,0.00004022894],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9591431,0.0001460979,0.03559565,0.0000889804,0.00004536676,0.0000640529,0.0004445442,0.0007803271,0.003691893],"genre_scores_gemma":[0.9950788,0.0000266408,0.004035748,0.00001054102,0.000002942983,0.00002396112,0.0003214347,0.00004971368,0.0004502006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002288644,"threshold_uncertainty_score":0.01210362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0139035810830853,"score_gpt":0.2375847707318252,"score_spread":0.2236811896487399,"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."}}