{"id":"W4385063310","doi":"10.37699/2308-7005.6.2022.03","title":"MODERN ASPECTS OF DIAGNOSTIC AND SURGICAL TREATMENT OF PATIENTS WITH GALLSTONE DISEASE AND HIATAL HERNIA COMORBID COURSE","year":2022,"lang":"en","type":"article","venue":"Kharkiv Surgical School","topic":"Diverticular Disease and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hiatal hernia; Surgery; Disease; Internal medicine; Reflux","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":[0.0003583053,0.0002341702,0.0002099555,0.0007212393,0.0002450882,0.0003491875,0.0003008506,0.0003704828,0.002358865],"category_scores_gemma":[0.0008937671,0.00008508954,0.0002318095,0.0003777573,0.0003017831,0.0003351254,0.0003615173,0.0005215771,0.0003161414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002743893,"about_ca_system_score_gemma":0.0005399568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000782382,"about_ca_topic_score_gemma":0.0008775063,"domain_scores_codex":[0.999751,0.00008806773,0.00003309006,0.00003249271,0.00006254056,0.00003265973],"domain_scores_gemma":[0.9997155,0.00007110778,0.00008192272,0.00001236935,0.00005424659,0.00006489242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008985224,0.0006856614,0.3145285,0.002607352,0.0001438866,0.004772903,0.000844947,0.0005561708,0.00419929,0.001908439,0.01328093,0.6555735],"study_design_scores_gemma":[0.0001217699,0.003156384,0.8431308,0.002573156,0.0002185578,0.04740714,0.002252513,0.0009971635,0.001818157,0.004787266,0.09344881,0.0000882326],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.4445224,0.4914677,0.007410599,0.01975979,0.002434391,0.0001361241,0.0008291262,0.0001359466,0.03330397],"genre_scores_gemma":[0.8230091,0.1580783,0.007856046,0.002180945,0.004377361,0.000173428,0.0009805968,0.00001518361,0.003329093],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002358865,"threshold_uncertainty_score":0.007891178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007753321984447192,"score_gpt":0.2364439855831108,"score_spread":0.2286906635986636,"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."}}