{"id":"W4391990197","doi":"10.1088/1361-6587/ad2b90","title":"Reversed-direction 2-point modelling applied to divertor conditions in DIII-D <sup>*</sup>","year":2024,"lang":"en","type":"article","venue":"Plasma Physics and Controlled Fusion","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Fusion Energy Sciences","keywords":"DIII-D; Divertor; Physics; Point (geometry); Plasma; Nuclear physics; Nuclear engineering; Computational physics; Atomic physics; Materials science; Tokamak; Mathematics; Geometry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000240584,0.0002125795,0.00035774,0.0001730025,0.00019678,0.0001789545,0.0001001741,0.00004664603,0.006525907],"category_scores_gemma":[0.000006079579,0.0001897031,0.0001110894,0.0003677831,0.00002943274,0.00005245157,0.000144662,0.0002608508,0.0001307919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002078519,"about_ca_system_score_gemma":0.00006102791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005691304,"about_ca_topic_score_gemma":0.00002116673,"domain_scores_codex":[0.9985904,0.00004965142,0.0003152554,0.0004396545,0.0002859415,0.0003190674],"domain_scores_gemma":[0.9993179,0.0002503904,0.00003903027,0.0001847705,0.00005781934,0.0001500676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001101161,0.0005654883,0.0005763018,0.0001250244,0.0002125943,0.00001661177,0.002425157,0.07059816,0.02995474,0.1176887,0.008250959,0.7684851],"study_design_scores_gemma":[0.004424421,0.00007271807,0.0001175147,0.0001258541,0.00005215127,3.650737e-7,0.0006934608,0.9743754,0.0005165326,0.00442953,0.01492691,0.0002650916],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8733299,0.00007589247,0.02100159,0.001596645,0.0002111707,0.002060336,0.0001007882,0.0001048416,0.1015188],"genre_scores_gemma":[0.9960719,0.00002581325,0.0002200179,0.00004985103,0.0002837471,0.0004163976,0.00006606367,0.00001966412,0.002846536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9037773,"threshold_uncertainty_score":0.9943823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01045407732558613,"score_gpt":0.2348842707471554,"score_spread":0.2244301934215693,"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."}}