{"id":"W7160075445","doi":"10.5281/zenodo.14905241","title":"Хірургічне лікування гостроускладнених дуоденальних виразок","year":2023,"lang":"uk","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Abdominal Surgery and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Identification (biology); Product (mathematics); Term (time)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004316286,0.0006620018,0.0004887299,0.003009177,0.005028178,0.01338142,0.001058578,0.002277131,0.04062615],"category_scores_gemma":[0.009661863,0.000765602,0.0008826664,0.003479641,0.004930004,0.006797902,0.004267436,0.003878978,0.01538672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007250741,"about_ca_system_score_gemma":0.01649133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02150252,"about_ca_topic_score_gemma":0.03156212,"domain_scores_codex":[0.9935354,0.001394989,0.0003958564,0.0007887537,0.00309159,0.0007934758],"domain_scores_gemma":[0.9943898,0.001386654,0.0005598515,0.0005388747,0.00228813,0.0008365794],"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":[0.000137775,0.0001164606,0.01132031,0.0009645157,0.0000620742,0.0005990965,0.01344658,0.0008081304,0.002079444,0.6267644,0.1031101,0.2405912],"study_design_scores_gemma":[0.00001397911,0.00003067063,0.007378758,0.0006382867,0.00003669559,0.0003357247,0.005122724,0.0002898197,0.001081959,0.04229766,0.9427143,0.00005938375],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03984388,0.0352493,0.02315013,0.05321882,0.003112028,0.0002610054,0.001805945,0.0005277313,0.8428311],"genre_scores_gemma":[0.6402665,0.04116687,0.03135227,0.005659491,0.001544935,0.0005477693,0.002017855,0.0006917542,0.2767526],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04062615,"threshold_uncertainty_score":0.1359079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07131133345922747,"score_gpt":0.2874207028223052,"score_spread":0.2161093693630777,"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."}}