{"id":"W4224865639","doi":"10.1371/journal.pone.0267350","title":"Composition of trace residues from the contents of 11th–12th century sphero-conical vessels from Jerusalem","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Cultural Heritage Materials Analysis","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ontario Museum; Lakehead University","funders":"Lakehead University","keywords":"Residue (chemistry); Conical surface; Chemistry; Elemental analysis; Chemical composition; Mineralogy; Archaeology; Materials science; Geology; Composite material; Geography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001021163,0.0001057484,0.0003832811,0.00001494327,0.0002269217,0.00005633189,0.0002601954,0.00002279236,0.01696019],"category_scores_gemma":[0.00001832016,0.00007650966,0.0001061156,0.00003364262,0.0001603317,0.00009851729,0.000120933,0.0001133175,0.00001580206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002937054,"about_ca_system_score_gemma":0.000009144334,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006831252,"about_ca_topic_score_gemma":0.00188163,"domain_scores_codex":[0.9987202,0.0001920143,0.0003859012,0.000171202,0.0004162166,0.0001144789],"domain_scores_gemma":[0.9991762,0.000193733,0.0002410406,0.0002542621,0.0001081053,0.00002665023],"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":[0.0004433177,0.002024679,0.002530251,0.00006186104,0.001383199,0.000006602647,0.03589388,0.00001507647,0.9506521,0.005534372,0.001277077,0.0001776491],"study_design_scores_gemma":[0.004272232,0.0009908983,0.04792019,0.0009916682,0.004540226,9.414399e-7,0.09932875,0.000420854,0.8120725,0.007495224,0.02089458,0.001071947],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948284,0.00125044,7.700033e-7,0.0005110826,0.0001085281,0.0001733335,0.002180327,0.00002648776,0.0009206267],"genre_scores_gemma":[0.9986875,0.00008006518,0.0001042543,0.0001049079,0.0002608128,0.00002076486,0.0003442373,0.00001410786,0.0003833148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1385795,"threshold_uncertainty_score":0.9997823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08043330812729126,"score_gpt":0.2172345514844497,"score_spread":0.1368012433571584,"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."}}