{"id":"W4389582064","doi":"10.7185/gold2023.18512","title":"Garnet chronology: where are we and what's next?","year":2023,"lang":"en","type":"article","venue":"","topic":"Archaeological and Historical Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Chronology; Computer science; History; Archaeology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003604804,0.00008052592,0.0001386578,0.00003047325,0.000395903,0.0001583683,0.00006123647,0.00003033339,0.004793296],"category_scores_gemma":[0.000008377539,0.00005039326,0.00002887355,0.0000260961,0.0005134185,0.0003983147,0.0001772415,0.00007295823,0.000628159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001222009,"about_ca_system_score_gemma":0.000002582527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001564715,"about_ca_topic_score_gemma":0.00372276,"domain_scores_codex":[0.9995064,0.00001312011,0.00008446055,0.0001532727,0.00005852721,0.0001841962],"domain_scores_gemma":[0.9997869,0.00006517876,0.00002207721,0.00006106313,0.00002155173,0.0000432315],"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":[0.0000100735,0.00002486474,0.000471661,0.00004342328,0.00003517075,0.00002509387,0.02153899,6.232067e-7,0.000004525929,0.5573277,0.3192117,0.1013061],"study_design_scores_gemma":[0.00007696119,0.00006629607,0.001161128,0.00001357257,0.000005134828,5.73282e-7,0.02881029,0.00002222564,8.651038e-7,0.01616105,0.9535977,0.00008419163],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1959684,0.1269684,0.00003303937,0.259317,0.002754771,0.0004259374,0.00001278452,0.002143811,0.4123757],"genre_scores_gemma":[0.7278466,0.109419,0.00003666849,0.001112361,0.000830412,0.00003436105,0.00000523854,0.00001242438,0.160703],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.634386,"threshold_uncertainty_score":0.9961165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09233731987235273,"score_gpt":0.2376268793205271,"score_spread":0.1452895594481743,"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."}}