{"id":"W4226077646","doi":"10.1109/tps.2022.3162739","title":"Transactions on Plasma Science","year":2022,"lang":"en","type":"article","venue":"IEEE Transactions on Plasma Science","topic":"Plasma Diagnostics and Applications","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Plasma; Computer science; Physics; Nuclear physics","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0005187566,0.0002631992,0.0001782684,0.0009100017,0.003470383,0.0001982196,0.001154467,0.00004544511,0.0003418587],"category_scores_gemma":[0.00001259723,0.0002930496,0.0001028,0.003907321,0.0009161895,0.0005018691,0.000003160861,0.0007361327,0.000389742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005981145,"about_ca_system_score_gemma":0.0003556596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001754819,"about_ca_topic_score_gemma":0.00003539392,"domain_scores_codex":[0.9970419,0.0000192626,0.0003017256,0.0006741542,0.001229363,0.0007335909],"domain_scores_gemma":[0.9986056,0.0002909327,0.0000421302,0.0006215386,0.00009046343,0.0003493026],"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":[0.00001157292,0.0002232726,7.696164e-7,0.000005046349,0.000007811333,0.000005181033,0.0002058316,0.9381537,0.03968534,0.0007367028,0.0001560041,0.02080872],"study_design_scores_gemma":[0.000320666,0.0001599418,0.00004634764,0.00001208898,0.00002026484,0.00005492216,0.0001992722,0.5187389,0.4746215,0.000130751,0.005360769,0.0003345305],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7333735,0.000004215889,0.2539158,0.00047739,0.002627133,0.0004249853,0.0004634904,0.0006033897,0.008110013],"genre_scores_gemma":[0.9970162,0.00003548051,0.001820263,0.0001306744,0.00001972449,0.000454737,0.000001631756,0.00003514856,0.0004861297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4349362,"threshold_uncertainty_score":0.9999521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01222586927564075,"score_gpt":0.2221845240366602,"score_spread":0.2099586547610195,"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."}}