{"id":"W4408988881","doi":"10.1038/s40494-025-01648-4","title":"Corrosion behavior of tubular crystal on opaque glaze celadon from the Tang Dynasty Qiong kiln site in Sichuan","year":2025,"lang":"en","type":"article","venue":"npj Heritage Science","topic":"Cultural Heritage Materials Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Department of Environment and Conservation","funders":"","keywords":"Glaze; Kiln; Corrosion; Metallurgy; Opacity; Materials science; Mineralogy; Ceramic; Chemistry; Optics; 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":[0.00008683759,0.0001581555,0.0002120834,0.0006307641,0.000653866,0.0002796108,0.0002075059,0.0002060013,0.0008538333],"category_scores_gemma":[0.0001407068,0.0001071553,0.0001708293,0.0004768562,0.0003581326,0.0001026217,0.0001872226,0.0001423963,0.00007781669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003919749,"about_ca_system_score_gemma":0.0002993185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04698353,"about_ca_topic_score_gemma":0.09055746,"domain_scores_codex":[0.9999125,0.000004514173,0.000003053289,0.00002428543,0.00004057483,0.00001502521],"domain_scores_gemma":[0.9999098,0.000008179401,0.00001448786,0.000004855715,0.00004914792,0.00001349733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004950585,0.00006801321,0.3847966,0.0002141945,0.00004742458,0.001947077,0.004337563,0.0006693128,0.5933701,0.0001766768,0.0002082806,0.01366959],"study_design_scores_gemma":[0.000009250389,0.0002394423,0.9614542,0.00001039066,0.00003037627,0.0003729791,0.002771834,0.0009946917,0.03306142,0.00003705484,0.001002742,0.0000156523],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999624,0.00001660738,0.0000464894,0.000003759123,0.000001193734,0.000002841367,0.00004591488,0.000001880859,0.0002573111],"genre_scores_gemma":[0.9991756,0.00001446042,0.0001076293,0.000003505601,7.001066e-7,0.000001972405,0.00006821581,0.000001196864,0.0006267608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04698353,"threshold_uncertainty_score":0.09342015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01633996189494793,"score_gpt":0.2402792218676509,"score_spread":0.223939259972703,"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."}}