{"id":"W4312515827","doi":"10.1136/ijgc-2022-esgo.1007","title":"2022-RA-1699-ESGO ERAS pathway for gynecological oncology – a pre-post implementation cohort with 1211 patients","year":2022,"lang":"en","type":"article","venue":"International Journal of Gynecological Cancer","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Retrospective cohort study; Cohort; Intensive care unit; General surgery; Emergency medicine; Internal 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008699878,0.0002290859,0.0006157904,0.0002604012,0.0001692627,0.000034141,0.0004108114,0.0001320293,0.01042541],"category_scores_gemma":[0.0007240106,0.0001619059,0.0003146116,0.0001840768,0.0001025462,0.0002360578,0.0002034935,0.0006573449,0.0000052873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002312897,"about_ca_system_score_gemma":0.001004679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003505014,"about_ca_topic_score_gemma":0.000203244,"domain_scores_codex":[0.9969623,0.0002202969,0.0009248634,0.0003635445,0.001148426,0.0003805539],"domain_scores_gemma":[0.995849,0.001234194,0.0009459435,0.000134436,0.001627367,0.0002090476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01142373,0.002442542,0.8464236,0.00002712662,0.00132201,0.0007198998,0.0002781448,0.0006897482,0.003264399,0.0001632376,0.01214011,0.1211055],"study_design_scores_gemma":[0.007065784,0.01349167,0.8610777,0.00003406037,0.0001917655,0.0003382625,0.0003226134,0.00006708689,0.001867441,0.0002920127,0.1150042,0.0002474073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892727,0.0001586768,0.0009815724,0.004107512,0.003552896,0.0009896357,0.0003513428,0.00002658277,0.0005590418],"genre_scores_gemma":[0.9903306,0.0001392156,0.001790799,0.00560257,0.0006026003,0.0007972353,0.000209075,0.00002798827,0.000499952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1208581,"threshold_uncertainty_score":0.9904792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01487144885955462,"score_gpt":0.3434402105094889,"score_spread":0.3285687616499343,"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."}}