{"id":"W3187904314","doi":"10.1556/650.2021.32166","title":"A varixeredetű felső gastrointestinalis vérzések elemzése.","year":2021,"lang":"hu","type":"article","venue":"Orvosi Hetilap","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Montreal General Hospital","funders":"","keywords":"Medicine; Gynecology; Internal medicine; Gastroenterology","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002192887,0.0004693143,0.0005976056,0.0001341057,0.0002204968,0.0001396392,0.0001839375,0.0001901046,0.006553121],"category_scores_gemma":[0.00007689386,0.0004864776,0.0003586407,0.0005298967,0.0001419345,0.0002366515,0.00007136921,0.0005099005,0.002887809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001502368,"about_ca_system_score_gemma":0.0009804255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002147706,"about_ca_topic_score_gemma":0.00008986639,"domain_scores_codex":[0.9968507,0.0002164577,0.0005940102,0.0008303458,0.0006852122,0.0008233213],"domain_scores_gemma":[0.9977769,0.0001951017,0.0001649829,0.0007171896,0.0004710093,0.0006748514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008334269,0.01087463,0.5033732,0.01504522,0.01034782,0.09581961,0.02286542,0.0001891579,0.1989956,0.02592043,0.07919474,0.02903988],"study_design_scores_gemma":[0.02549556,0.00354131,0.5777919,0.01534284,0.0294938,0.01080516,0.00864366,0.002220472,0.2507127,0.002928749,0.06932617,0.003697717],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8495561,0.01810758,0.003795032,0.00825045,0.003015896,0.001398667,0.00127337,0.0005199094,0.1140829],"genre_scores_gemma":[0.9790502,0.001576159,0.00134158,0.00149785,0.001030714,0.00003404026,0.0009457385,0.00009358142,0.01443017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.129494,"threshold_uncertainty_score":0.9997587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318038520427053,"score_gpt":0.2578430922338234,"score_spread":0.2446627070295529,"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."}}