{"id":"W4412563887","doi":"10.1016/j.jss.2025.06.059","title":"Outcomes After ERAS Pathway in Open and Robotic Pancreatic Surgery: A Retrospective Cohort Study","year":2025,"lang":"en","type":"article","venue":"Journal of Surgical Research","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Intuitive; Olympus","keywords":"Medicine; Retrospective cohort study; Cohort; General surgery; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0009094298,0.0004973969,0.0008066772,0.001089791,0.0009526645,0.001653388,0.0007549386,0.0009528773,0.00291572],"category_scores_gemma":[0.00294882,0.000636827,0.001690678,0.002034613,0.0006126037,0.001731186,0.001466454,0.001666812,0.0005474099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008142529,"about_ca_system_score_gemma":0.001155932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006159842,"about_ca_topic_score_gemma":0.008234233,"domain_scores_codex":[0.9984965,0.0001733475,0.0002138958,0.0005022908,0.0001662188,0.0004477554],"domain_scores_gemma":[0.997668,0.0002452069,0.001092744,0.0002361553,0.0002363648,0.000521527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002437224,0.00006718937,0.9985844,0.00001281413,0.0001393317,0.0001414852,0.0001161595,0.00002011443,0.00007492158,0.00003922224,0.0001227928,0.0004378415],"study_design_scores_gemma":[0.00002940777,0.000344693,0.9965444,0.00002567289,0.0001361188,0.0007364518,0.001608661,0.0001314182,0.00004110663,0.0000887838,0.0002922031,0.00002110085],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988683,0.0001945202,0.00007282857,0.00003128117,0.00001225555,0.00001321525,0.0005294466,0.000001905393,0.0002762117],"genre_scores_gemma":[0.9982673,0.000167758,0.00007247388,0.00005965088,0.00002144642,0.00002342693,0.001153569,0.00000566542,0.0002286883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006159842,"threshold_uncertainty_score":0.01224798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05550217596719392,"score_gpt":0.4055534369356461,"score_spread":0.3500512609684521,"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."}}