{"id":"W4399886094","doi":"10.3390/curroncol31060262","title":"Testing Machine Learning Models to Predict Postoperative Ileus after Colorectal Surgery","year":2024,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Colorectal surgery; Ileus; Postoperative ileus; Surgery; General surgery; Abdominal surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.004649003,0.001109609,0.0006537499,0.001237952,0.0002872118,0.0008295959,0.0008368833,0.0008268898,0.001227243],"category_scores_gemma":[0.01216839,0.0002986626,0.0008990583,0.0006686096,0.00026801,0.0006962105,0.0006106448,0.0009003454,0.0004286195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007601025,"about_ca_system_score_gemma":0.001237499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007865346,"about_ca_topic_score_gemma":0.004653212,"domain_scores_codex":[0.9987144,0.0006184889,0.0001264288,0.0002350922,0.0001580513,0.0001473933],"domain_scores_gemma":[0.9906831,0.007061271,0.0007162344,0.0003444212,0.0009210341,0.0002739451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006788788,0.001009396,0.5060924,0.0001123509,0.0005472651,0.0001239866,0.00007305117,0.4353124,0.0005794096,0.0001875906,0.001327673,0.05395555],"study_design_scores_gemma":[0.00002760036,0.000387798,0.02621347,0.00002692446,0.00004995993,0.00004307279,0.00004542253,0.972217,0.0004770675,0.0003241947,0.0001771221,0.00001042006],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796644,0.0005470657,0.01734599,0.0003883363,0.00009312785,0.00008365922,0.0005881501,0.0002984827,0.0009908309],"genre_scores_gemma":[0.9955279,0.00007286841,0.003541638,0.00003931473,0.00002092144,0.00003448184,0.0005773859,0.000008603993,0.0001769491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007865346,"threshold_uncertainty_score":0.02458656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1164308316873005,"score_gpt":0.3603344953304173,"score_spread":0.2439036636431169,"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."}}