{"id":"W4412119106","doi":"10.1089/vor.2025.0017","title":"Robot-Assisted Pauli’s Parastomal Hernia Repair After Failed Sugarbaker Repair","year":2025,"lang":"en","type":"article","venue":"Videoscopy","topic":"Stoma care and complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003785154,0.0008806851,0.001038552,0.001174715,0.001227412,0.0009766541,0.001001053,0.001483098,0.002077847],"category_scores_gemma":[0.001658987,0.0003030476,0.001442702,0.0006797156,0.001150989,0.001324523,0.0009573911,0.001596492,0.0007781361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007968016,"about_ca_system_score_gemma":0.0007143874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001192431,"about_ca_topic_score_gemma":0.002171968,"domain_scores_codex":[0.9995296,0.00004329405,0.00006521577,0.00008469574,0.0001125161,0.0001648286],"domain_scores_gemma":[0.9990103,0.0001825738,0.0003165234,0.0001139474,0.00007483838,0.0003017558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0003907308,0.0001819651,0.03532571,0.0006023331,0.0001936081,0.9108219,0.0005706589,0.000989873,0.008143895,0.0007244587,0.001783443,0.04027151],"study_design_scores_gemma":[0.00002186391,0.0003891105,0.01157301,0.00006647992,0.00004356626,0.9828396,0.000183468,0.00108312,0.001659572,0.0001766828,0.00193684,0.00002672989],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9649016,0.0106085,0.01319573,0.001871066,0.0008216756,0.0001356037,0.0002709327,0.0005429147,0.007652028],"genre_scores_gemma":[0.9922237,0.001316534,0.00378902,0.0004779795,0.0002597263,0.00002671318,0.0002083225,0.00003946582,0.001658477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002077847,"threshold_uncertainty_score":0.006951094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01196109993798982,"score_gpt":0.3014474084319088,"score_spread":0.2894863084939189,"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."}}