{"id":"W4413094256","doi":"10.1556/650.2025.33362","title":"Speciális vonatkozások a bariátriai sebészetben","year":2025,"lang":"hu","type":"review","venue":"Orvosi Hetilap","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University Health Network","funders":"","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.001923588,0.002021783,0.007249832,0.001408416,0.0004507262,0.000215635,0.001160971,0.002234645,0.02053211],"category_scores_gemma":[0.002516089,0.001683668,0.003570784,0.002923128,0.0002887959,0.0002280821,0.0007169937,0.002797131,0.009211496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008494989,"about_ca_system_score_gemma":0.004126808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001689215,"about_ca_topic_score_gemma":0.00002447795,"domain_scores_codex":[0.9910011,0.0009114234,0.002813129,0.002093913,0.001331187,0.001849288],"domain_scores_gemma":[0.9909204,0.004118328,0.001022052,0.002614983,0.0003944163,0.0009298519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000199539,0.0005258376,0.001254187,0.04473526,0.001892037,0.001004734,0.0002148324,8.122207e-7,0.000001605142,0.002412567,0.1973917,0.7503669],"study_design_scores_gemma":[0.001608184,0.000172038,0.0007079365,0.03237019,0.008662038,0.0002290217,0.00008190377,0.000006767342,0.0000198085,0.0001321318,0.9546855,0.001324489],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003291552,0.8482639,0.00004543233,0.001684252,0.01000047,0.00272279,0.0003991016,0.0002902231,0.1365609],"genre_scores_gemma":[0.0001731872,0.7895088,0.0002316447,0.001697782,0.004242365,0.0002060213,0.0006649904,0.0001788082,0.2030964],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7572938,"threshold_uncertainty_score":0.9995034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03326007424335321,"score_gpt":0.3291591234489784,"score_spread":0.2958990492056252,"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."}}