{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005811472,0.00009839393,0.0006227373,0.0003260284,0.00001139003,0.000002175048,0.00007019573,0.00008807737,0.0002946942],"category_scores_gemma":[0.0008247625,0.00008500893,0.0003239892,0.0004071836,0.0001173369,0.00004096283,0.00004301017,0.00009645079,0.000009330172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005013625,"about_ca_system_score_gemma":0.0001717011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002062271,"about_ca_topic_score_gemma":6.235375e-7,"domain_scores_codex":[0.9988824,0.00003184775,0.0005467152,0.0001512463,0.0002069466,0.000180868],"domain_scores_gemma":[0.9985741,0.0005660719,0.0001435657,0.0003217222,0.0003335146,0.00006105823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001241566,0.001633012,0.4017986,0.003957195,0.001094077,0.0003090793,0.0001317315,0.00001018061,0.08601894,0.02135731,0.3582233,0.1242249],"study_design_scores_gemma":[0.000247174,0.0001078825,0.2702068,0.001635698,0.00007504437,0.00001312418,0.0000559669,0.00001414169,0.6926206,0.003090675,0.0317987,0.0001341507],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9431064,0.001737547,0.0003254082,0.003090454,0.0001330331,0.0002271883,0.000007548001,0.00008770691,0.05128475],"genre_scores_gemma":[0.9967648,0.0006796924,0.000604096,0.0009483376,0.00002271172,0.000008343627,0.000008223788,0.00000930236,0.0009545169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6066017,"threshold_uncertainty_score":0.3466564,"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."}}