{"id":"W7064166444","doi":"","title":"Analysis of nuclear fusion reactor discharge simulations using METIS","year":2023,"lang":"en","type":"dissertation","venue":"UPCommons institutional repository (Universitat Politècnica de Catalunya)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metis; Fusion power; Code (set theory); Nuclear fusion; Suite","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005316021,0.0008108859,0.0008168365,0.0007831976,0.0005256815,0.001122563,0.0009077075,0.00089126,0.003687538],"category_scores_gemma":[0.002076225,0.0002620094,0.0008876265,0.0007567082,0.0003696792,0.0005371391,0.0005506066,0.0009773471,0.0005572081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008195477,"about_ca_system_score_gemma":0.0007734261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007814398,"about_ca_topic_score_gemma":0.003225581,"domain_scores_codex":[0.9996976,0.0000594329,0.00001883194,0.00003117165,0.0001427898,0.00005029738],"domain_scores_gemma":[0.9989873,0.0005672107,0.00007344771,0.0000676685,0.0002408196,0.0000636184],"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":[0.0001570794,0.00007161591,0.003164341,0.0002585164,0.00006470637,0.0001953356,0.0001210466,0.978463,0.003606174,0.003822762,0.002332878,0.007742501],"study_design_scores_gemma":[0.00001642673,0.00003453282,0.0009625517,0.00001829452,0.000008254203,0.00003255907,0.0000469059,0.9936366,0.002575379,0.0005585377,0.002101172,0.000008769223],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8046892,0.001812756,0.1085837,0.001224375,0.0003787736,0.0002750519,0.006190036,0.007001184,0.06984497],"genre_scores_gemma":[0.9687729,0.0004722326,0.02047558,0.00008446306,0.00004574317,0.0002302869,0.004474865,0.0007890024,0.004654975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007814398,"threshold_uncertainty_score":0.01553786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02015149643210225,"score_gpt":0.2865029539824205,"score_spread":0.2663514575503182,"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."}}