{"id":"W7016484340","doi":"","title":"صناع الملاحم 2 | ولاية سيناء","year":2022,"lang":"ar","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Brother; Islam; State (computer science); Supporter; Spanish Civil War","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006263462,0.0007952253,0.0007409276,0.0001226099,0.000287717,0.0001081634,0.00105826,0.0009183299,0.7940706],"category_scores_gemma":[0.0005118427,0.0008556354,0.0004809854,0.00001845697,0.0003041558,5.858112e-8,0.0007936967,0.0009147319,0.04153457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001085435,"about_ca_system_score_gemma":0.0001449645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001323832,"about_ca_topic_score_gemma":0.0004408075,"domain_scores_codex":[0.9962415,0.000279715,0.001504073,0.0004597894,0.0008183164,0.0006966034],"domain_scores_gemma":[0.9966636,0.00009278548,0.001568124,0.001161127,0.0002571341,0.0002572469],"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":[0.0002185219,0.00009142714,0.00004374572,0.001026491,0.0002792915,0.00001737179,0.0003286992,0.002207616,0.000008383646,0.00004418857,0.9938164,0.00191789],"study_design_scores_gemma":[0.001037959,0.0008282978,0.00002231749,0.0001237982,0.0001396119,0.0002225345,0.0004362494,0.0001762766,0.00006903749,0.000005278847,0.9960625,0.0008761491],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006472917,0.0009830148,0.000001127038,0.0002945243,0.0007288235,0.0007460823,0.0004685732,0.00008691398,0.9960436],"genre_scores_gemma":[0.003608824,0.001019074,0.002080728,0.001098706,0.0004007424,0.0000428272,0.002462092,0.0001999306,0.9890871],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7525361,"threshold_uncertainty_score":0.9993895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00373552084348449,"score_gpt":0.1871807054213042,"score_spread":0.1834451845778197,"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."}}