{"id":"W2963003286","doi":"10.1063/1.5081676","title":"Investigation of electron beam effects on <i>L</i>-shell Mo plasma produced by a compact LC generator using pattern recognition","year":2019,"lang":"en","type":"article","venue":"Matter and Radiation at Extremes","topic":"Laser-induced spectroscopy and plasma","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Neurological Institute and Hospital","funders":"","keywords":"Spectral line; Plasma; Principal component analysis; Atomic physics; Polarization (electrochemistry); Electron temperature; Chemistry; Physics; Computational physics; Artificial intelligence; Quantum mechanics; Computer science","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":[0.0000785255,0.0001755478,0.0001912799,0.00009943826,0.00005390412,0.00003308499,0.00004291096,0.00008797366,0.00008119255],"category_scores_gemma":[0.000005165331,0.0001671505,0.00003416983,0.0001008218,0.00001232202,0.0001671597,0.000006701066,0.0001097146,0.0001490027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001007837,"about_ca_system_score_gemma":0.000009010021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002268591,"about_ca_topic_score_gemma":0.000004614204,"domain_scores_codex":[0.9992062,0.00004999403,0.0002031039,0.0002128354,0.0001359129,0.0001919345],"domain_scores_gemma":[0.9996558,0.0000685899,0.00007366057,0.0001169512,0.00001904723,0.00006596433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002207232,0.000009811398,0.03485662,0.0002023465,0.00002543708,3.834711e-7,0.000177755,0.001330493,0.9572907,7.16005e-7,0.004596318,0.001487324],"study_design_scores_gemma":[0.0005714936,0.00009966014,0.01186651,0.0000704168,0.00002517527,0.000004113071,0.000004375528,0.02523389,0.9616409,0.0000238112,0.0002683155,0.0001913671],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988254,0.0001286829,0.00008281655,0.00009908398,0.0002552496,0.0003316372,0.00004015413,0.00007171024,0.0001653227],"genre_scores_gemma":[0.9992417,0.00004068757,0.00004962666,0.0003072184,0.0001064041,0.000007322072,0.0001475703,0.00003219269,0.000067277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0239034,"threshold_uncertainty_score":0.6816198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0106189389431439,"score_gpt":0.1998622565240872,"score_spread":0.1892433175809433,"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."}}