{"id":"W7160088847","doi":"10.5281/zenodo.15585004","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004173133,0.0008165339,0.0006233924,0.002958221,0.005544215,0.01575987,0.00142478,0.003113294,0.04432335],"category_scores_gemma":[0.01134545,0.0008737302,0.001002487,0.002914813,0.009590714,0.01024874,0.004857443,0.004417,0.01783732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005960085,"about_ca_system_score_gemma":0.01059558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0107487,"about_ca_topic_score_gemma":0.0133139,"domain_scores_codex":[0.9945005,0.001478613,0.0003443957,0.0009346044,0.002172935,0.0005689199],"domain_scores_gemma":[0.9944156,0.001715314,0.0005315359,0.0006983004,0.001954545,0.0006845904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00008081126,0.00006957509,0.00371244,0.0005076365,0.0000409177,0.0005210444,0.009808325,0.0006013057,0.001552989,0.8479552,0.04020037,0.09494935],"study_design_scores_gemma":[0.00002165025,0.000038084,0.003765783,0.0006619323,0.00004709487,0.0004997687,0.007276022,0.0005766402,0.001552079,0.2367388,0.7487469,0.00007528359],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02213297,0.01474843,0.05062738,0.03711096,0.002351623,0.0002424133,0.001201337,0.0004813995,0.8711034],"genre_scores_gemma":[0.5860195,0.02220823,0.0672341,0.007263698,0.001618449,0.0008071275,0.001353792,0.001064378,0.3124308],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04432335,"threshold_uncertainty_score":0.1482764,"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."}}