{"id":"W4398146072","doi":"10.14740/jcs476","title":"Colorectal Surgery Outcomes in Patients With Connective Tissue Disease: Insights From a National Database Analysis","year":2024,"lang":"en","type":"article","venue":"Journal of Current Surgery","topic":"Connective tissue disorders research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; National database; Surgery; Connective tissue; General surgery; Database; Computer science; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003985141,0.0001730903,0.0004617475,0.0009354591,0.00003473326,0.00005513942,0.0001168733,0.00004979914,0.00008855295],"category_scores_gemma":[0.001225702,0.0001330213,0.0003113333,0.0007317438,0.00006635521,0.00003708539,0.00006591727,0.0002151103,0.000006433095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008574018,"about_ca_system_score_gemma":0.0007565601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001971343,"about_ca_topic_score_gemma":0.0001255679,"domain_scores_codex":[0.9981097,0.0002136287,0.0004610243,0.0003069803,0.0007084893,0.0002001555],"domain_scores_gemma":[0.9980868,0.0009014059,0.0001782297,0.0001432388,0.0005312056,0.0001591607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008519961,0.000497377,0.9906089,0.00003741146,0.001206297,0.00007942502,0.00004341724,0.00008314574,0.0007501493,0.00003018251,0.002719088,0.003092655],"study_design_scores_gemma":[0.0003817198,0.00006910372,0.9929857,0.0001588163,0.0001787476,0.000001245969,0.00002812521,0.00008816236,0.001342047,0.0001608878,0.004394925,0.0002105257],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901168,0.008221364,0.0005926456,0.0001073403,0.0004792348,0.0001257443,0.0003320551,0.000005041506,0.00001980912],"genre_scores_gemma":[0.9986572,0.0002341986,0.00001403847,0.00001798103,0.0001549007,0.00001253206,0.0008755083,0.00001826007,0.00001540083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008540414,"threshold_uncertainty_score":0.5424451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02256328902753061,"score_gpt":0.3199972742201448,"score_spread":0.2974339851926142,"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."}}