{"id":"W4414494573","doi":"10.5744/fa.2025.0012","title":"Turhon A. Murad","year":2025,"lang":"en","type":"article","venue":"Forensic Anthropology","topic":"Islamic Studies and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Office of the Chief Medical Examiner","funders":"","keywords":"Certificate; State (computer science); Biography; Identification (biology); Forensic 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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001297928,0.00005840349,0.0001370637,0.00006220351,0.0008805543,0.000006238287,0.0001131981,0.00009132438,0.001368857],"category_scores_gemma":[0.00009587385,0.00005567627,0.00004785285,0.0001575114,0.003154464,0.00002669995,0.0000444759,0.00007788337,0.0001681763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001195631,"about_ca_system_score_gemma":0.0001070192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006572572,"about_ca_topic_score_gemma":0.01469864,"domain_scores_codex":[0.9993575,0.00006231132,0.00009797884,0.0001421693,0.00007399323,0.000266115],"domain_scores_gemma":[0.9997193,0.00007239528,0.0000288305,0.0001100889,0.00004922525,0.00002019577],"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":[0.000004600424,0.0000103308,0.0007347487,0.000002908231,0.00001462914,0.000003897042,0.004076551,1.561455e-7,0.000005018474,0.7374104,0.2388739,0.01886292],"study_design_scores_gemma":[0.0001308517,0.00002406532,0.001380411,0.000006435946,0.00001089229,4.481483e-7,0.01385874,0.000003540696,0.00002288107,0.01474837,0.9697523,0.00006106991],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01159772,0.001525686,0.0008208114,0.03165407,0.006269116,0.0001157626,0.00000238099,0.00008882392,0.9479256],"genre_scores_gemma":[0.9392083,0.0005939683,0.000238294,0.001410946,0.0003117305,0.00000704451,0.000001988886,0.000004103337,0.0582236],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9276106,"threshold_uncertainty_score":0.9995584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01407923342038109,"score_gpt":0.3288139415454678,"score_spread":0.3147347081250867,"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."}}