{"id":"W4360590436","doi":"10.1163/9789047404828_002","title":"Preface","year":2004,"lang":"en","type":"book-chapter","venue":"","topic":"Ancient Egypt and Archaeology","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; University of Toronto; Pennsylvania State University","keywords":"History","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005590354,0.0006001825,0.000420636,0.002033067,0.002008549,0.002119376,0.0009193789,0.0007046843,0.4226729],"category_scores_gemma":[0.003837232,0.0002412988,0.0002351766,0.001469595,0.0004869096,0.001701092,0.00114369,0.001936548,0.2205262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001303041,"about_ca_system_score_gemma":0.001088859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004027657,"about_ca_topic_score_gemma":0.005729157,"domain_scores_codex":[0.9996641,0.00004175219,0.00001799428,0.00005669834,0.0001920822,0.0000273467],"domain_scores_gemma":[0.9982405,0.0003214281,0.00006580013,0.0001423649,0.001034287,0.0001956403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000115787,0.00001146425,0.00006300543,0.00007321392,7.13238e-7,0.00003765798,0.0001712381,0.0000339368,0.00009168267,0.006515666,0.9486784,0.04431157],"study_design_scores_gemma":[7.936646e-7,0.000003726053,0.0001442521,0.00005419595,3.138517e-7,0.00003172569,0.00005375019,0.000006858675,0.00002697857,0.0007598061,0.9989165,0.000001168657],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001106638,0.006457587,0.002119533,0.008394383,0.03341563,0.0002302803,0.006608874,0.0007468102,0.9409202],"genre_scores_gemma":[0.003857258,0.003030588,0.001166889,0.001244655,0.004515202,0.0001067405,0.003935736,0.000372007,0.9817708],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5773271,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03803580105815768,"score_gpt":0.2017909599520201,"score_spread":0.1637551588938624,"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."}}