{"id":"W7116718178","doi":"10.1097/sla.0000000000007004","title":"Uptake of Robotic Appendectomy","year":2025,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Health Services and Policy Research","funders":"","keywords":"","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":[0.001945363,0.0001978353,0.0003530988,0.001404523,0.0004722135,0.001911255,0.0007893471,0.0009705057,0.01588229],"category_scores_gemma":[0.01843683,0.0002518462,0.001231438,0.001483455,0.0005604377,0.001714533,0.001685378,0.001890349,0.002128737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001524357,"about_ca_system_score_gemma":0.001708433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01014636,"about_ca_topic_score_gemma":0.0178822,"domain_scores_codex":[0.9962156,0.001010624,0.0003865234,0.0006094179,0.0009516472,0.0008260945],"domain_scores_gemma":[0.9833835,0.004853783,0.005524699,0.0009966043,0.002320038,0.002921321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004723717,0.0001174509,0.9140208,0.0004047659,0.0002479179,0.0009289994,0.001382156,0.0004016279,0.001240052,0.002139544,0.005500065,0.0731443],"study_design_scores_gemma":[0.00001605121,0.0002103145,0.9791726,0.0004160427,0.0001055823,0.00253872,0.002855599,0.000666149,0.0003128759,0.0005277211,0.0131434,0.00003498152],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9290453,0.006603617,0.00112722,0.01195242,0.0006207686,0.00006083026,0.00315329,0.0000857288,0.04735088],"genre_scores_gemma":[0.9915178,0.002163961,0.0003134489,0.001473216,0.0003501277,0.00002209347,0.00104978,0.00005279588,0.003056888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01588229,"threshold_uncertainty_score":0.05313152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2887386616859301,"score_gpt":0.4002342020696638,"score_spread":0.1114955403837337,"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."}}