{"id":"W1973298707","doi":"10.1007/s00339-012-7505-2","title":"Medieval glass from the Cathedral in Paderborn: a comparative study using X-ray absorption spectroscopy, X-ray fluorescence, and inductively coupled laser ablation mass spectrometry","year":2013,"lang":"en","type":"article","venue":"Applied Physics A","topic":"Cultural Heritage Materials Analysis","field":"Arts and Humanities","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Light Source (Canada); University of Saskatchewan","funders":"","keywords":"Analytical Chemistry (journal); XANES; X-ray fluorescence; Chemistry; Mass spectrometry; Laser ablation; Anatase; Chemical state; Titanium; Spectroscopy; Mineralogy; X-ray photoelectron spectroscopy; Laser; Fluorescence; Optics","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":[0.0001613197,0.0002514771,0.000399255,0.00004964705,0.0002811664,0.0004645115,0.0001544542,0.00004121648,0.0005583005],"category_scores_gemma":[0.000004776671,0.000172099,0.00004823381,0.0001665867,0.0002135077,0.0003393113,0.00006078328,0.0002029962,0.00007141945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001054847,"about_ca_system_score_gemma":0.00001877839,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006636607,"about_ca_topic_score_gemma":0.001525441,"domain_scores_codex":[0.9986672,0.00009759693,0.0003108357,0.0003692478,0.0002989261,0.0002562183],"domain_scores_gemma":[0.999346,0.0001121808,0.0001892926,0.0002125473,0.00009545828,0.00004449425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001081512,0.0004280811,0.001962608,0.0000117126,0.0002839574,0.000002483312,0.1155034,0.0005164142,0.8680893,0.0128919,0.00008804379,0.000113996],"study_design_scores_gemma":[0.007230006,0.000659472,0.3215923,0.0001650238,0.001175664,0.000001102237,0.434263,0.105377,0.03647249,0.09021004,0.0003227993,0.002531207],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978807,0.00002538895,0.0001469359,0.00008076835,0.0001188715,0.0009491699,0.00003422484,0.0000335433,0.0007303893],"genre_scores_gemma":[0.9980602,0.000004815821,0.0008464297,0.0000442548,0.0008377447,0.00009532809,0.00005374806,0.00002089044,0.00003653708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8316168,"threshold_uncertainty_score":0.9999783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04327655560382249,"score_gpt":0.2531252276541793,"score_spread":0.2098486720503568,"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."}}