{"id":"W2728892570","doi":"10.3847/1538-4357/aa8b17","title":"Importance of Resolving the Spectral Support of Beam-plasma Instabilities in Simulations","year":2017,"lang":"en","type":"article","venue":"The Astrophysical Journal","topic":"Laser-Plasma Interactions and Diagnostics","field":"Physics and Astronomy","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute; University of Waterloo","funders":"","keywords":"Physics; Plasma; Beam (structure); Instability; Astrophysics; Computational physics; Astronomy; Optics; Mechanics; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001453098,0.00009071711,0.0001793238,0.00002724593,0.0003627817,0.00008173446,0.0004316487,0.00001266707,0.0004508976],"category_scores_gemma":[0.00007995677,0.00005148392,0.0001372715,0.00005069992,0.0002838576,0.0002275264,0.00008008537,0.0003612292,0.000008132826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001765239,"about_ca_system_score_gemma":0.00008263859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002247753,"about_ca_topic_score_gemma":0.00004730957,"domain_scores_codex":[0.9991704,0.00004043842,0.0003595957,0.00007800797,0.0001745843,0.000176963],"domain_scores_gemma":[0.9985979,0.0004106683,0.0004440988,0.0004099432,0.00009849756,0.00003890871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002671083,0.001350707,0.7625951,0.00002305464,0.0002782931,0.0000146082,0.002566563,0.105411,0.03493901,0.0843434,0.001697753,0.006513393],"study_design_scores_gemma":[0.001386214,0.000393488,0.9255925,0.0001327032,0.0001098127,0.00001605401,0.002386183,0.007900848,0.03018754,0.0305783,0.001089707,0.0002265812],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964786,0.000001321413,0.0005324355,0.000585557,0.0001443498,0.00007434985,0.00005431641,0.000001865589,0.002127274],"genre_scores_gemma":[0.9991291,0.000001622857,0.0003807371,0.000009030494,0.0003395503,0.000002499888,0.000002637311,0.000007691166,0.0001271413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1629975,"threshold_uncertainty_score":0.4937012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01499971399880295,"score_gpt":0.2715561059484919,"score_spread":0.2565563919496889,"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."}}