{"id":"W2104173549","doi":"10.1017/s0263034602202293","title":"Plasma-based studies with intense X-ray and particle beam sources","year":2002,"lang":"en","type":"article","venue":"Laser and Particle Beams","topic":"Atomic and Molecular Physics","field":"Physics and Astronomy","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Warm dense matter; Plasma; State of matter; Laser; Physics; Ion; Atomic physics; Electron; Wavelength; Spectroscopy; Optics; Materials science; Nuclear physics; Astronomy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006250151,0.0002208023,0.0002488865,0.0004463475,0.0005542215,0.0006240782,0.0006121023,0.0004500716,0.002525858],"category_scores_gemma":[0.0005893335,0.0001681611,0.0002091531,0.0005862008,0.0005274739,0.0006841234,0.0009555312,0.0005015965,0.0005609484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003922597,"about_ca_system_score_gemma":0.0001674736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006115903,"about_ca_topic_score_gemma":0.0004179269,"domain_scores_codex":[0.9996706,0.00007071703,0.00001531586,0.00005202306,0.0001269399,0.00006434297],"domain_scores_gemma":[0.999685,0.00009244304,0.00005050883,0.00006064841,0.00008078203,0.00003050873],"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":[0.0002709508,0.0001841719,0.005027224,0.0003155671,0.00003448263,0.0004515883,0.0006299189,0.0008629762,0.9647091,0.01494545,0.0008434848,0.01172507],"study_design_scores_gemma":[0.0001191377,0.001074076,0.01677481,0.00007630586,0.00005967081,0.002190393,0.0006453737,0.00500127,0.9195771,0.00708552,0.047351,0.00004540789],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9510168,0.004622842,0.02348078,0.0003292258,0.00006896198,0.0001537889,0.0003354945,0.0001040161,0.01988805],"genre_scores_gemma":[0.9585755,0.003090904,0.02957834,0.0001240304,0.00008174379,0.000148414,0.0005328063,0.0000498877,0.007818398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002525858,"threshold_uncertainty_score":0.008449852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01702037094621836,"score_gpt":0.2259459850026166,"score_spread":0.2089256140563983,"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."}}