{"id":"W4289529989","doi":"10.4000/paleorient.1492","title":"Introduction","year":2022,"lang":"en","type":"article","venue":"Paléorient","topic":"Ancient Near East History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Research Chairs; University of Toronto","funders":"","keywords":"Computer science","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":["insufficient_payload"],"category_scores_codex":[0.00009880782,0.00003797133,0.00003934141,0.00004086328,0.0005464075,0.00001537608,0.00006353124,0.000003006786,0.04849393],"category_scores_gemma":[0.000005867744,0.00003889151,0.00002709919,0.00002076122,0.00005954201,0.00004066205,0.00005250495,0.00008087925,0.00126231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001128864,"about_ca_system_score_gemma":0.00001416543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001213641,"about_ca_topic_score_gemma":0.00001286728,"domain_scores_codex":[0.9995299,0.00002428599,0.00006559452,0.0001140891,0.0001717462,0.00009440504],"domain_scores_gemma":[0.9998107,0.000003887325,0.00002742198,0.0001159145,0.00002037315,0.00002168231],"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":[0.00001072216,0.0000682231,0.00007751246,0.000002846617,0.00000516205,0.000002460373,0.03082396,0.00006558251,0.00007076764,0.5809696,0.3866645,0.001238633],"study_design_scores_gemma":[0.00005750412,0.00004269937,0.00004578882,2.107607e-7,0.000003316254,0.00000206876,0.003590715,0.00003418928,0.00001746369,0.0003631338,0.9957916,0.00005131048],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2813524,0.000700948,0.0001529711,0.006301311,0.02806888,0.0003059078,0.00005536462,0.000376309,0.6826859],"genre_scores_gemma":[0.9048888,6.76814e-7,0.00001646971,0.000289806,0.003525148,0.00004344458,0.00001688415,0.000008101448,0.09121068],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6235364,"threshold_uncertainty_score":0.9995153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01331706687097127,"score_gpt":0.1719330496623477,"score_spread":0.1586159827913764,"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."}}