{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001162025,0.0008138834,0.0005210544,0.0007278267,0.002517908,0.002989579,0.0005925764,0.002063571,0.06531514],"category_scores_gemma":[0.004836637,0.0002394059,0.0003499005,0.0003673592,0.0009185895,0.003476287,0.002262473,0.005739456,0.03641515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009298624,"about_ca_system_score_gemma":0.001218487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002184191,"about_ca_topic_score_gemma":0.005543087,"domain_scores_codex":[0.9993698,0.0001980268,0.00001985596,0.0001328616,0.000191404,0.00008799838],"domain_scores_gemma":[0.9984729,0.0004157047,0.00007690812,0.00003790122,0.0004848728,0.0005116806],"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":[0.000007703758,0.000007479773,0.00005947983,0.00002655322,9.31924e-7,0.00004384609,0.0002094593,0.000007304484,0.00004203204,0.001525081,0.9900095,0.00806061],"study_design_scores_gemma":[0.000001407605,0.000004907887,0.0001044167,0.00006181486,9.062519e-7,0.000144506,0.0003688724,0.00001323965,0.00003142116,0.0005156387,0.9987491,0.000003833743],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001856958,0.06796546,0.00173799,0.5849678,0.230668,0.000052028,0.0004389055,0.0006037717,0.1117091],"genre_scores_gemma":[0.01486838,0.02711575,0.001502503,0.1977225,0.04159013,0.00007253903,0.0002773703,0.0005721621,0.7162786],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06531514,"threshold_uncertainty_score":0.2185009,"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."}}