{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001592642,0.0002292106,0.0004541432,0.002583459,0.0003073936,0.0008354221,0.0004712965,0.0002940219,0.0006639637],"category_scores_gemma":[0.00518428,0.0001773485,0.0008425055,0.004376328,0.0001474162,0.0004719705,0.001123319,0.0004060577,0.000109246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006674013,"about_ca_system_score_gemma":0.001045942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01413735,"about_ca_topic_score_gemma":0.02532233,"domain_scores_codex":[0.9986116,0.0003593179,0.0003698861,0.0002067709,0.0002913019,0.0001611415],"domain_scores_gemma":[0.9954323,0.001025695,0.002422998,0.0002672923,0.0004879502,0.0003638451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005424697,0.00002391723,0.997847,0.00004982855,0.0001177342,0.00007884198,0.00006658278,0.00006600159,0.00005347694,0.00003394614,0.000316052,0.001292422],"study_design_scores_gemma":[0.000008393553,0.0000273828,0.9982857,0.0000358106,0.00007665261,0.0002544383,0.0002925245,0.0005608209,0.00003749126,0.00002470859,0.0003908498,0.000005260451],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912238,0.0006722419,0.0001826742,0.000190953,0.000007433326,0.00003508967,0.007184743,0.000005035966,0.0004979318],"genre_scores_gemma":[0.9897571,0.0005671727,0.0005513172,0.00009341759,0.00001668675,0.00004889952,0.008913022,0.000002318743,0.00005009271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01413735,"threshold_uncertainty_score":0.02811015,"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."}}