{"id":"W2944225814","doi":"10.1017/s0003598x00500891","title":"Augustin EC. Holl. Ethnoarckaeology of Shuwa-Arab settlements, xiii+423 pages, 69 figures, 44 tables. 2003. Lanham (MD): Lexington; 0-7391-0407-1 hardback £65.","year":2004,"lang":"en","type":"article","venue":"Antiquity","topic":"Archaeology and Historical Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"History; Art","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004634499,0.0003761897,0.0007154368,0.0001413446,0.0009634372,0.0000266087,0.0004776558,0.0002341566,0.005578705],"category_scores_gemma":[0.0002195422,0.0003334327,0.0001629289,0.0001666324,0.0022509,0.000231174,0.0004654485,0.0005218924,0.0004096437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001511537,"about_ca_system_score_gemma":0.0001605959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004378325,"about_ca_topic_score_gemma":0.01586461,"domain_scores_codex":[0.9975839,0.0001423861,0.0006238304,0.0005416725,0.0003394329,0.0007688244],"domain_scores_gemma":[0.9987106,0.0001184825,0.0002922186,0.0004459211,0.0003041682,0.0001286247],"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":[0.0001855157,0.0005371645,0.005285657,0.0003017635,0.0003736661,0.0001018126,0.02040993,0.00003855618,0.0003214509,0.358441,0.6117464,0.002257057],"study_design_scores_gemma":[0.001221312,0.0003906486,0.003290017,0.00008788062,0.0001106019,0.000006517151,0.0008951572,0.000006407876,0.001224844,0.01280004,0.9795212,0.0004453824],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4628989,0.04700448,0.001033887,0.01828172,0.008443547,0.002372022,0.002299934,0.001108533,0.4565569],"genre_scores_gemma":[0.9441577,0.004172359,0.0007404484,0.00148375,0.0008700259,0.00005314342,0.0002718947,0.00005536749,0.04819535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4812587,"threshold_uncertainty_score":0.9999118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04517576464104851,"score_gpt":0.262730675429071,"score_spread":0.2175549107880225,"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."}}