{"id":"W2364650731","doi":"10.7264/5d85s608","title":"Beads in the Lives of the Peoples of Southern Togo, West Africa","year":2025,"lang":"en","type":"article","venue":"Beads (Ottawa. Online)/Beads","topic":"Agriculture and Rural Development Research","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Parks Canada","funders":"","keywords":"Geography; Ancient history; Socioeconomics; History; Sociology","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":[],"consensus_categories":[],"category_scores_codex":[0.0007025598,0.0002864397,0.0004155442,0.00005364068,0.0002547296,0.00005433148,0.001532571,0.0001955489,0.0003040236],"category_scores_gemma":[0.0002675434,0.00007644956,0.0002723093,0.001864518,0.00030231,0.00009034002,0.0003310049,0.0003970608,0.00004254012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000103648,"about_ca_system_score_gemma":0.0001013131,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003073254,"about_ca_topic_score_gemma":0.02772117,"domain_scores_codex":[0.9974054,0.000347873,0.0006744252,0.0003850162,0.0006768169,0.000510486],"domain_scores_gemma":[0.9984345,0.0008331908,0.0002272989,0.00022884,0.0002120931,0.0000641096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001429072,0.002770132,0.5680478,0.000216141,0.0002015773,0.00001848073,0.008503087,0.00001844934,0.2239451,0.01506216,0.04428481,0.1367895],"study_design_scores_gemma":[0.0003075362,0.0002394639,0.9320031,0.0003599531,0.00004595762,0.000006092434,0.03197867,0.00001908048,0.004454535,0.0003746909,0.02990193,0.0003089737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9588004,0.001108182,0.000002677312,0.01398177,0.0001538194,0.0005919005,0.0002888537,0.00003560411,0.02503684],"genre_scores_gemma":[0.9924464,0.0001790883,0.0001167109,0.0002753574,0.0001737774,0.00003606353,0.0001205057,0.0000021977,0.006649848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3639554,"threshold_uncertainty_score":0.9900204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01728135807492077,"score_gpt":0.2452512007351624,"score_spread":0.2279698426602417,"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."}}