{"id":"W4411941060","doi":"10.51298/vmj.v551i3.14764","title":"ĐÁNH GIÁ KẾT QUẢ SỬ DỤNG GHIM DA ĐẦU TRONG PHẪU THUẬT SỌ NÃO TẠI BỆNH VIỆN ĐẠI HỌC Y HÀ NỘI","year":2025,"lang":"vi","type":"article","venue":"Tạp chí Y học Việt Nam","topic":"Research studies in Vietnam","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chemistry","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","sts","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.002684871,0.001478396,0.001611049,0.0004660311,0.002210699,0.0006690014,0.003726494,0.0007060133,0.008126584],"category_scores_gemma":[0.001756509,0.001426955,0.0007621339,0.002617212,0.002541575,0.001131395,0.005423595,0.002199841,0.008915725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002788422,"about_ca_system_score_gemma":0.0003134891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001429727,"about_ca_topic_score_gemma":0.0006412289,"domain_scores_codex":[0.9878323,0.0009201193,0.001655422,0.002816297,0.003102317,0.00367354],"domain_scores_gemma":[0.9942665,0.001003122,0.0005009994,0.003149839,0.0001182813,0.0009613004],"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":[0.001208076,0.004301979,0.1255217,0.002398529,0.002604742,0.0008071095,0.01136776,0.005862459,0.06636694,0.009693953,0.4037637,0.366103],"study_design_scores_gemma":[0.00689852,0.00151136,0.2374302,0.00165081,0.0006078161,0.00004287654,0.004894886,0.01987598,0.01171343,0.004466418,0.7070831,0.003824652],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3845138,0.01653701,0.003501652,0.01479066,0.008630116,0.00611685,0.0005887541,0.0009616208,0.5643595],"genre_scores_gemma":[0.9355501,0.005352464,0.001599014,0.001675347,0.001041345,0.0003560115,0.00005849146,0.0001898442,0.05417741],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5510363,"threshold_uncertainty_score":0.9997965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01246207509397773,"score_gpt":0.3278827432755162,"score_spread":0.3154206681815385,"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."}}