{"id":"W2040980682","doi":"10.1063/1.3562890","title":"Neoclassical electron transport calculation by using δf Monte Carlo method","year":2011,"lang":"en","type":"article","venue":"Physics of Plasmas","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Fusion Science; Canada Excellence Research Chairs, Government of Canada","keywords":"Physics; Collisionality; Plasma; Ambipolar diffusion; Electric field; Electron temperature; Atomic physics; Electron; Stellarator; Monte Carlo method; Ion; Computational physics; Quantum electrodynamics; Tokamak; Nuclear physics; Quantum mechanics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001369803,0.0001450651,0.0002203091,0.00003507128,0.00005641814,0.000008165419,0.0001548154,0.00003370618,0.004641764],"category_scores_gemma":[0.000002386023,0.0001446164,0.0001226215,0.000164124,0.00004750468,0.00004783637,0.00003186767,0.0001659788,0.000008947736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009132292,"about_ca_system_score_gemma":0.00007989569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003778898,"about_ca_topic_score_gemma":0.00002039113,"domain_scores_codex":[0.9988821,0.0000536519,0.0002505065,0.0002288819,0.0003068494,0.0002780468],"domain_scores_gemma":[0.9994379,0.00005311079,0.00011184,0.0002188082,0.00009341319,0.00008498475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002331254,0.001337995,0.05535692,0.00008266356,0.0003327849,0.000003812076,0.001757258,0.0008848339,0.615955,0.04116732,0.004522952,0.2783653],"study_design_scores_gemma":[0.00155157,0.0002966231,0.005632154,0.00003800229,0.0001980138,5.669278e-7,0.0002374663,0.1622905,0.8156896,0.003348446,0.01017665,0.0005404535],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.867907,0.00001514159,0.08032998,0.00007086645,0.00005851736,0.0003082897,0.00006506809,0.00002106115,0.05122404],"genre_scores_gemma":[0.9924808,9.472752e-7,0.006177636,0.000006668281,0.00009342242,0.00001427646,0.00003036127,0.00001671432,0.001179143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2778249,"threshold_uncertainty_score":0.9962682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03491440347824497,"score_gpt":0.2975321983922715,"score_spread":0.2626177949140265,"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."}}