{"id":"W4417241219","doi":"10.33134/hup-34","title":"Rays of Language: Linguistic Perspectives on Non-Literary Papyri and Related Sources","year":2025,"lang":"en","type":"book","venue":"Helsinki University Press eBooks","topic":"Ancient Egypt and Archaeology","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"American Philological Association; Universität Wien; Università degli Studi di Parma; Austrian Science Fund; York University; Yale University","keywords":"Syntax; Argument (complex analysis); Variation (astronomy); Language contact; Focus (optics); Salient; Linguistic landscape; Language change; Written language","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006418888,0.0002460891,0.0003899455,0.0002905267,0.0002923286,0.00002975309,0.0002468324,0.0001907354,0.0001630406],"category_scores_gemma":[0.00001805589,0.0002485561,0.0001301712,0.000006832444,0.001177664,0.00003947459,0.0002680124,0.0003923302,0.000004838485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005645295,"about_ca_system_score_gemma":0.0001377799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001481962,"about_ca_topic_score_gemma":0.00003823369,"domain_scores_codex":[0.9990748,0.00005931416,0.0001633071,0.0003659287,0.0001411451,0.0001954751],"domain_scores_gemma":[0.9992204,0.0001623819,0.0001804014,0.0002485612,0.0001304951,0.00005775608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009723152,0.00002328556,0.000004497591,0.000220099,0.0001388852,0.0001204421,0.2786837,7.12503e-7,0.000004014228,0.7169136,0.002950107,0.000843454],"study_design_scores_gemma":[0.0006374946,0.0001774145,0.00001359535,0.0006466229,0.0002120841,0.00000285273,0.01101034,0.000027946,0.0000390219,0.003796326,0.9831379,0.0002983773],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003266291,0.001410225,0.000005934216,0.00001938393,0.0002797582,0.0002244564,0.0001944159,0.00007312797,0.9945264],"genre_scores_gemma":[0.03269481,0.0001204832,0.00002010902,0.00004291852,0.0001798735,4.606428e-7,0.00005497555,0.00001722566,0.9668691],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9801878,"threshold_uncertainty_score":0.9999967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01101253398225761,"score_gpt":0.191980550628772,"score_spread":0.1809680166465144,"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."}}