{"id":"W4413930319","doi":"10.1017/s0009840x25101273","title":"ARCHAEOLOGICAL CASE STUDIES FROM ROMAN LIBYA - (N.) Mugnai (ed.) Tripolitania in the Roman Empire and Beyond. Pp. xiv + 221, b/w & colour ills, b/w & colour maps. London: The British Institute for Libyan and Northern African Studies, 2024. Paper, £40. ISBN: 978-1-915808-10-3. Open access.","year":2025,"lang":"en","type":"article","venue":"The Classical Review","topic":"Ancient Mediterranean Archaeology and History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Roman Empire; Archaeology; Empire; Art; Ancient history; History","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":[0.001114046,0.0007291322,0.0006587778,0.003577633,0.003024201,0.002440405,0.0007705747,0.0007719462,0.006796141],"category_scores_gemma":[0.00128135,0.0003628067,0.0002314603,0.009458052,0.002731971,0.001219596,0.002013663,0.001001555,0.0007892626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003644879,"about_ca_system_score_gemma":0.002559816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01291714,"about_ca_topic_score_gemma":0.03468345,"domain_scores_codex":[0.9994231,0.0003022662,0.00004864286,0.00004369629,0.0000783018,0.0001040292],"domain_scores_gemma":[0.9995707,0.0002256273,0.00008330477,0.00002807912,0.00005912079,0.0000331771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001779201,0.0001795593,0.009703306,0.01354826,0.0001030391,0.01187997,0.1513523,0.0003027602,0.0005563092,0.07588175,0.1427855,0.5935293],"study_design_scores_gemma":[0.00001772919,0.00007162525,0.0391267,0.02145621,0.00005598758,0.009195738,0.1318651,0.00005424671,0.0003274808,0.003996518,0.7938068,0.00002581381],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02882492,0.9396578,0.0000721324,0.002619997,0.0007058699,0.00002428249,0.00008532823,0.000004738295,0.0280049],"genre_scores_gemma":[0.2039092,0.7828748,0.0003263747,0.0009129712,0.0007281369,0.00007949537,0.0001598207,0.000008411832,0.01100068],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01291714,"threshold_uncertainty_score":0.02644563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.119222712650386,"score_gpt":0.3555322141890532,"score_spread":0.2363095015386671,"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."}}