{"id":"W4405250750","doi":"10.29173/eureka28809","title":"Featuring Shereen Hamza","year":2023,"lang":"en","type":"article","venue":"Eureka","topic":"Islamic Studies and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002318745,0.00003440478,0.00005312832,0.00003239641,0.0005234455,0.00001569757,0.0001057748,0.00002814356,0.0001969322],"category_scores_gemma":[0.00007725172,0.00003403437,0.00002718186,0.0002575321,0.00008476895,0.00003459505,0.00003811439,0.00005484985,0.001005472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000496527,"about_ca_system_score_gemma":0.00003418845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009559084,"about_ca_topic_score_gemma":0.002407324,"domain_scores_codex":[0.9994967,0.00002831379,0.00004365835,0.00008885303,0.0001487471,0.0001937207],"domain_scores_gemma":[0.9998341,0.00003630177,0.00001371517,0.00006972742,0.00002114578,0.00002506351],"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":[0.000002735429,0.000007978897,0.004895642,0.000006644938,0.00001611633,0.00002712503,0.05205826,0.00000410489,0.0000620446,0.07105429,0.8557693,0.0160958],"study_design_scores_gemma":[0.00004814632,0.000004209914,0.01986829,0.000004267947,0.000002483964,7.881454e-8,0.003229454,0.000002933583,0.000004880527,0.0006158301,0.9761689,0.00005056191],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04934925,0.0003685131,0.00000536507,0.0057925,0.001235812,0.00006939255,0.000001430554,0.00030673,0.942871],"genre_scores_gemma":[0.72605,0.0003138985,0.00005991822,0.0002508874,0.0009965153,0.000007735789,0.000001692238,0.00001054517,0.2723088],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6767008,"threshold_uncertainty_score":0.9997724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03626654762257248,"score_gpt":0.3012478361294106,"score_spread":0.2649812885068381,"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."}}