{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003467338,0.0003913825,0.0003548233,0.0007328916,0.0005650844,0.0009620842,0.000904149,0.0005168183,0.09160808],"category_scores_gemma":[0.0006964434,0.0003657268,0.0002496649,0.001087048,0.0001842372,0.0008286285,0.0004715835,0.001129401,0.03381553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005586139,"about_ca_system_score_gemma":0.0004737019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001619363,"about_ca_topic_score_gemma":0.002309154,"domain_scores_codex":[0.9996837,0.00003067929,0.00002034012,0.000069039,0.0001621991,0.00003394155],"domain_scores_gemma":[0.9997422,0.00007732402,0.00002517305,0.00007206773,0.00006797976,0.00001527771],"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":[0.000571629,0.0001902979,0.001976774,0.0004793836,0.00004391402,0.000417798,0.0004671776,0.001115329,0.7018306,0.01760914,0.1459498,0.1293482],"study_design_scores_gemma":[0.00005688026,0.0001031409,0.003822938,0.00003594445,0.00002597476,0.0003282766,0.000120879,0.007946606,0.7230167,0.002147928,0.2623399,0.0000547745],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2145687,0.001215839,0.365886,0.001905811,0.0009508606,0.0003366078,0.04964886,0.08004876,0.2854385],"genre_scores_gemma":[0.3759208,0.001683815,0.2395434,0.0009573741,0.00009870323,0.0006259484,0.07161845,0.02373791,0.2858135],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09160808,"threshold_uncertainty_score":0.3064595,"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."}}