{"id":"W2072334330","doi":"10.1103/physrevlett.90.186402","title":"Impurity Absorption Spectroscopy in<mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\" display=\"inline\"><mml:mmultiscripts><mml:mrow><mml:mi mathvariant=\"normal\">S</mml:mi><mml:mi mathvariant=\"normal\">i</mml:mi></mml:mrow><mml:mprescripts/><mml:none/><mml:mn>28</mml:mn></mml:mmultiscripts></mml:math>: The Importance of Inhomogeneous Isotope Broadening","year":2003,"lang":"lv","type":"article","venue":"Physical Review Letters","topic":"Ion-surface interactions and analysis","field":"Engineering","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Impurity; Boron; Lithium (medication); Spectral line; Line (geometry); Absorption (acoustics); Spectroscopy; Materials science; Analytical Chemistry (journal); Absorption spectroscopy; Atomic physics; Physics; Chemistry; Optics; 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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001670723,0.0009928136,0.0006292394,0.0003663392,0.00109253,0.0009676853,0.001743379,0.0008424482,0.0427637],"category_scores_gemma":[0.001021494,0.001545452,0.002209918,0.001395239,0.0008732562,0.001638178,0.000935795,0.002233671,0.001365562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004299881,"about_ca_system_score_gemma":0.0005154377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002068103,"about_ca_topic_score_gemma":0.0007969599,"domain_scores_codex":[0.9916776,0.0005466249,0.002301812,0.001521977,0.001831926,0.002120044],"domain_scores_gemma":[0.9941541,0.0008600088,0.00189543,0.00229391,0.0001448488,0.0006516934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006844641,0.0008012361,0.00007361868,0.00535956,0.002848716,0.00182721,0.002756362,0.01559932,0.06393553,0.7761212,0.127729,0.002263799],"study_design_scores_gemma":[0.00137152,0.0006486953,0.0002334265,0.004530566,0.002370654,0.001174146,0.0008734533,0.2725091,0.7057081,0.0001377001,0.008663075,0.001779551],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9254178,0.007592343,0.003008687,0.001606923,0.002816004,0.0001198343,0.000369672,0.0002160423,0.05885273],"genre_scores_gemma":[0.9807922,0.009559888,0.003176271,0.002954557,0.00138694,0.0008373892,0.0006302008,0.0005530556,0.0001095438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7759835,"threshold_uncertainty_score":0.999412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01375053803886999,"score_gpt":0.2445861950393927,"score_spread":0.2308356570005227,"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."}}