{"id":"W4392913641","doi":"10.2139/ssrn.4751493","title":"Leave No Stone Unturned: Exploring the Metaproteome of Beerstone for the Identification of Archaeological Beer Production","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Historical and Cultural Archaeology Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Identification (biology); Production (economics); Archaeology; Art; Geography; Economics","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":[0.0004289635,0.0003211198,0.0004993251,0.000841853,0.0006737223,0.001730607,0.0003173923,0.0008415719,0.002482107],"category_scores_gemma":[0.0009516983,0.0002433003,0.0002888878,0.001676037,0.0005639018,0.001409218,0.001295749,0.0009495722,0.0010586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001832974,"about_ca_system_score_gemma":0.0003087737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001175547,"about_ca_topic_score_gemma":0.003409543,"domain_scores_codex":[0.9998639,0.00001380976,0.000005582389,0.00005288177,0.00003258463,0.00003129504],"domain_scores_gemma":[0.9997022,0.0001092633,0.00004831892,0.00004697329,0.0000312849,0.00006200865],"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":[0.0006375958,0.00006329028,0.04961463,0.0005506587,0.0002090481,0.0004138613,0.004846428,0.0002152915,0.8965424,0.001173638,0.00122278,0.04451032],"study_design_scores_gemma":[0.00003144707,0.0002057558,0.842086,0.000315609,0.0003696443,0.001942842,0.010605,0.003100843,0.08191891,0.008681871,0.0506609,0.0000811873],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864246,0.0058218,0.003228096,0.0006480816,0.00005040532,0.00001134522,0.001713478,0.00005410864,0.002048052],"genre_scores_gemma":[0.98514,0.002894467,0.005608864,0.0005172477,0.00005318558,0.00001688896,0.00317165,0.00009607098,0.002501643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002482107,"threshold_uncertainty_score":0.008303523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05764921123835001,"score_gpt":0.3110422966603356,"score_spread":0.2533930854219856,"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."}}