{"id":"W7160080717","doi":"10.5281/zenodo.15585005","title":"Хірургічні підходи до лікування ускладненої виразкової хвороби шлунка та дванадцятипалої кишки","year":2023,"lang":"uk","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Surgical Sutures and Adhesives","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Yield (engineering); Term (time); Filter (signal processing)","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001842554,0.0006618017,0.0008257914,0.0008143881,0.003940956,0.001410812,0.001847247,0.0004180943,0.1015684],"category_scores_gemma":[0.002756024,0.0006430696,0.0004649386,0.003128126,0.0006451444,0.0004179478,0.002809537,0.001280696,0.1394514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003978577,"about_ca_system_score_gemma":0.0000469769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001082252,"about_ca_topic_score_gemma":0.000001531229,"domain_scores_codex":[0.9932781,0.0009294514,0.0009786669,0.001438868,0.001572083,0.001802856],"domain_scores_gemma":[0.9957283,0.0002388205,0.0003376939,0.001420711,0.001087739,0.001186804],"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":[0.0006404888,0.0006435536,0.00008971515,0.0006118612,0.0004854293,0.0009622317,0.002915696,0.00008706724,0.01082164,0.00854846,0.8548012,0.1193927],"study_design_scores_gemma":[0.002523376,0.0009477009,0.009589576,0.0003830398,0.0001882832,0.0003161269,0.00233304,0.0008297382,0.0009686843,0.0005792091,0.9806412,0.0006999547],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2547921,0.005173488,0.0007703055,0.0295456,0.003557418,0.00447447,0.002337858,0.01000947,0.6893393],"genre_scores_gemma":[0.9259226,0.004451168,0.0001304948,0.001500412,0.003363815,3.645811e-7,0.007093329,0.006236067,0.05130171],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6711305,"threshold_uncertainty_score":0.9996258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05527592325095158,"score_gpt":0.2805014571207695,"score_spread":0.2252255338698179,"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."}}