{"id":"W4285091730","doi":"10.1088/1741-4326/ac8062","title":"First wall power flux management during plasma current ramp-up on ITER","year":2022,"lang":"en","type":"article","venue":"Nuclear Fusion","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Tokamak; Limiter; Plasma; Flux (metallurgy); Divertor; Nuclear engineering; Power (physics); Fusion power; Materials science; Mechanics; Physics; Aerospace engineering; Computer science; Nuclear physics; Engineering","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":["insufficient_payload"],"category_scores_codex":[0.0001356078,0.0001531215,0.0001168657,0.0001450525,0.0006311323,0.00006550706,0.0003076451,0.00001450098,0.6467219],"category_scores_gemma":[0.000001724194,0.0001512743,0.00009673826,0.0001674899,0.0000192207,0.00001654032,0.0009913044,0.0003304812,0.001218151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003660058,"about_ca_system_score_gemma":0.00001018626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007506628,"about_ca_topic_score_gemma":0.000003684516,"domain_scores_codex":[0.9984425,0.00005435383,0.0001931898,0.0003518202,0.0006243603,0.0003337628],"domain_scores_gemma":[0.9994173,0.00002399831,0.00005639535,0.0003799373,0.00002395361,0.00009839962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004983217,0.001222107,0.001481676,0.0001180677,0.00006730222,0.00003411851,0.001498098,0.0002748515,0.004674121,0.01537461,0.2314294,0.7433274],"study_design_scores_gemma":[0.001196845,0.0001382994,0.01237852,0.00003338421,0.000009087047,5.295926e-7,0.0006441805,0.001783169,0.0001441079,0.00004537494,0.9834502,0.0001762621],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7994309,0.000009630279,0.000004256257,0.001455845,0.0004587365,0.0004322785,0.00001609643,0.00004565302,0.1981466],"genre_scores_gemma":[0.9682161,0.000009252812,0.00005129006,0.00009673421,0.00008044048,0.00007326276,0.00002980997,0.00003041672,0.03141275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7520209,"threshold_uncertainty_score":0.9995595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009486759781947556,"score_gpt":0.2323736146759611,"score_spread":0.2228868548940136,"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."}}