{"id":"W3091083859","doi":"10.33137/rr.v43i2.34825","title":"Allen, Laurie, Samantha Blickhan, Laura Newman Eckstein, Emily Esten, Arthur Kiron, and Marina Rustow, principal investigators. Scribes of the Cairo Geniza. Other","year":2020,"lang":"en","type":"article","venue":"Renaissance and Reformation","topic":"Islamic Studies and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Genizah; Principal (computer security); Art; Classics; Art history; History; Philosophy; Theology; Computer science; Judaism","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002478023,0.0001217366,0.0001888755,0.00003376302,0.0006643138,0.00003362458,0.0001469699,0.00009803439,0.00001776791],"category_scores_gemma":[0.00008860775,0.00008139086,0.00004369846,0.0001603826,0.0006769108,0.0002917215,0.0001035444,0.000124242,0.000006500002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004768969,"about_ca_system_score_gemma":0.00007654538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009459689,"about_ca_topic_score_gemma":0.003016146,"domain_scores_codex":[0.9990126,0.00007975502,0.0002642553,0.0001695148,0.0002636334,0.0002101949],"domain_scores_gemma":[0.9994725,0.00001946486,0.0002025379,0.0001339813,0.00007619291,0.00009534283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001618614,0.0001228132,0.1104385,0.001157795,0.0002229682,0.000006616082,0.5532988,0.00005450856,0.002431487,0.2003464,0.0874975,0.04426086],"study_design_scores_gemma":[0.0005673448,0.00009688429,0.05303712,0.0001511029,0.0000445835,0.000003131114,0.01225735,0.0002176239,0.0005657409,0.0005985041,0.9321915,0.0002691164],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9464139,0.004419023,0.00003283987,0.01108009,0.0002486095,0.0003749672,0.00001191629,0.00005756236,0.03736115],"genre_scores_gemma":[0.9961175,0.00153817,0.00008076282,0.001126895,0.0002237313,0.000008934261,0.000002789527,0.00001080926,0.0008903487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.844694,"threshold_uncertainty_score":0.5109432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0237115328962741,"score_gpt":0.2395598931845557,"score_spread":0.2158483602882816,"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."}}