{"id":"W2325027196","doi":"10.1103/physrevb.90.035121","title":"<i>Ab initio</i>model of optical properties of two-temperature warm dense matter","year":2014,"lang":"en","type":"article","venue":"Physical Review B","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Northern British Columbia; University of Alberta; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Agence Nationale de la Recherche","keywords":"Warm dense matter; Femtosecond; Ab initio; Relaxation (psychology); Ultrashort pulse; Ion; Laser; Materials science; Electron; Ab initio quantum chemistry methods; Molecular physics; Condensed matter physics; Thermodynamics; Physics; Atomic physics; Optics; Quantum mechanics; Molecule","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001082572,0.0001346136,0.0004280275,0.00001518751,0.00001047474,0.00001086716,0.0001429238,0.00002896712,0.00001379109],"category_scores_gemma":[0.00004780182,0.00009645146,0.00008101232,0.00007713892,0.00007236258,0.00009839964,0.00004650775,0.0001102586,0.00003561031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001042427,"about_ca_system_score_gemma":0.00001089541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001847297,"about_ca_topic_score_gemma":1.75751e-7,"domain_scores_codex":[0.9993355,0.00002771683,0.0002536813,0.000109944,0.000144503,0.0001286654],"domain_scores_gemma":[0.9995828,0.00001841391,0.00004206045,0.0002432,0.00007313918,0.00004038405],"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":[0.000004772064,0.00005184733,0.000006202619,0.01019579,0.0000122606,2.162507e-7,0.00004233662,0.0002753914,0.984874,0.002132405,0.001648177,0.0007566098],"study_design_scores_gemma":[0.00008888162,0.00002632097,0.000008330305,0.003684766,0.00005598252,0.000001452128,4.847547e-7,0.01122558,0.9790027,0.00548785,0.0002767671,0.0001408887],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908047,0.003669397,0.001111353,0.0002380798,0.00005555732,0.0002723623,0.00001087491,0.0002576123,0.003580086],"genre_scores_gemma":[0.9969473,0.0007323544,0.00185334,0.0003127172,0.00007699984,0.00003311776,0.000002665756,0.00003101151,0.00001043885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01095019,"threshold_uncertainty_score":0.3933176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01778200672117876,"score_gpt":0.2537226262218957,"score_spread":0.235940619500717,"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."}}