{"id":"W4400486077","doi":"10.1016/j.jas.2024.106019","title":"Leave no stone unturned: Exploring the metaproteome of beerstone for the identification of archaeological beer production","year":2024,"lang":"en","type":"article","venue":"Journal of Archaeological Science","topic":"Fermentation and Sensory Analysis","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Agencia Estatal de Investigación; Engineering and Physical Sciences Research Council; Social Sciences and Humanities Research Council of Canada; European Commission; Yorkshire Forward","keywords":"Brewing; Hordeum vulgare; Proteome; Biology; Archaeology; Food science; Botany; Geography; Biochemistry; Poaceae; Fermentation","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":[],"consensus_categories":[],"category_scores_codex":[0.004083895,0.0001047691,0.0002504164,0.0000636641,0.0003254436,0.00003382379,0.0007396754,0.00004013184,0.0001160464],"category_scores_gemma":[0.001454356,0.00002713029,0.0002791034,0.001139813,0.002561047,0.0003521918,0.0001464462,0.0002342405,0.000004555102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000036333,"about_ca_system_score_gemma":0.00002957791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003117293,"about_ca_topic_score_gemma":0.00002594831,"domain_scores_codex":[0.9979101,0.0001497158,0.0007381975,0.0002516536,0.0007255386,0.0002247625],"domain_scores_gemma":[0.9978783,0.0009564449,0.0004426156,0.00009292612,0.0005592344,0.00007047023],"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":[0.0001402028,0.00007166129,0.0008652378,0.00001675842,0.00004905789,0.00000271584,0.001120681,0.000834542,0.9633583,0.004677489,0.00004004999,0.02882329],"study_design_scores_gemma":[0.0002442499,0.00256318,0.501247,0.0001107834,0.0003068194,0.0001536396,0.006313858,0.006777904,0.4582599,0.01901859,0.004730311,0.0002737331],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839634,0.0003815464,0.001026282,0.01382713,0.0004713506,0.0002896572,0.000007911236,0.00001093024,0.00002174916],"genre_scores_gemma":[0.9984463,0.0003468832,0.0006044116,0.00006404223,0.0002951885,0.00002126506,0.000001496286,7.100354e-7,0.0002196496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5050984,"threshold_uncertainty_score":0.9436283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07612635292180679,"score_gpt":0.2919700210040428,"score_spread":0.215843668082236,"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."}}