{"id":"W4417309531","doi":"10.1007/s11701-025-03005-w","title":"Do image-based robotic TKR systems improve radiological or clinical outcomes compared to image-free systems? A systematic review and meta-analysis","year":2025,"lang":"en","type":"review","venue":"Journal of Robotic Surgery","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Radiological weapon; Coronal plane; Systematic review; Implant; Radiography; Orthopedic surgery; Arthroplasty; Oxford knee score","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":["metaresearch","metaepi_narrow","metaepi_broad"],"consensus_categories":["metaepi_narrow","metaepi_broad"],"category_scores_codex":[0.01207858,0.00167197,0.06250865,0.002631492,0.0001362906,0.0004346101,0.0009909953,0.0007086717,0.0002094498],"category_scores_gemma":[0.03766994,0.0008352847,0.01911826,0.002616381,0.0002969902,0.0002578057,0.0003113747,0.001640959,0.0000982317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005081077,"about_ca_system_score_gemma":0.002216353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002979581,"about_ca_topic_score_gemma":0.000004943652,"domain_scores_codex":[0.9779358,0.00567522,0.0126293,0.001157041,0.001687745,0.0009148808],"domain_scores_gemma":[0.9553491,0.03149567,0.007798433,0.002771734,0.00134351,0.001241582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00005910022,0.0002903695,0.0004007684,0.779298,0.207468,0.001591446,0.000006937307,0.0004232816,5.776244e-8,0.00000792838,0.0102387,0.000215413],"study_design_scores_gemma":[0.0007072781,0.0002694552,0.0001201579,0.1964945,0.7967,0.002853812,0.0000645837,0.0001409122,1.448857e-8,9.162045e-7,0.001998887,0.0006494319],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003434838,0.9827181,0.00602749,0.001404043,0.002640181,0.006981574,0.0001148417,0.00008264583,0.0000277199],"genre_scores_gemma":[0.0001280484,0.9906868,0.003830825,0.001179814,0.0002894107,0.0004561125,0.00004347939,0.000138267,0.003247189],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.589232,"threshold_uncertainty_score":0.9996027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1549935524166199,"score_gpt":0.4072080504169348,"score_spread":0.2522144980003149,"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."}}