{"id":"W4396234945","doi":"10.1007/s11701-024-01953-3","title":"Enhancing surgical performance: the role of robotic surgery in myomectomies, a systematic review and metanalysis","year":2024,"lang":"en","type":"review","venue":"Journal of Robotic Surgery","topic":"Uterine Myomas and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; McGill University; Ottawa Fertility Centre; McGill University Health Centre; Université de Montréal; Western University","funders":"","keywords":"Medicine; Robotic surgery; General surgery; Surgical procedures; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0050475,0.0005867212,0.0121713,0.001387665,0.00004365163,0.00004650445,0.0001769005,0.0002087791,0.00007050714],"category_scores_gemma":[0.0009483237,0.0002836979,0.002908917,0.001554907,0.00008186713,0.0001331511,0.000102121,0.0008326253,0.00001838319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002951943,"about_ca_system_score_gemma":0.0009184034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001834224,"about_ca_topic_score_gemma":0.000005135212,"domain_scores_codex":[0.9935526,0.0007854321,0.004237641,0.0003070442,0.0007285082,0.0003887585],"domain_scores_gemma":[0.9925369,0.00406935,0.002452201,0.0005431198,0.0001997296,0.0001986886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001461258,0.0001436718,0.0008484412,0.9649439,0.005467426,0.001689518,0.00003362913,0.000009828322,2.156937e-7,0.000004503143,0.0001726779,0.02667162],"study_design_scores_gemma":[0.0001352519,0.00006567428,0.00008195261,0.8785233,0.09884815,0.01406213,0.00005064275,0.00005236858,0.000001639505,0.000006436995,0.007925035,0.0002473689],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006970749,0.9978651,0.000005039064,0.0001412219,0.0004385237,0.000808134,0.000002988564,0.000009512685,0.00003234622],"genre_scores_gemma":[0.006166244,0.9932182,0.00005205212,0.00003508264,0.0001536896,0.00005301162,0.000013967,0.00006847836,0.0002392798],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.09338073,"threshold_uncertainty_score":0.9999615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03496047579205973,"score_gpt":0.3102867550888779,"score_spread":0.2753262792968181,"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."}}