{"id":"W4387531645","doi":"10.1007/s11701-023-01703-x","title":"Systematic review and meta-analysis of economic and healthcare resource utilization outcomes for robotic versus manual total knee arthroplasty","year":2023,"lang":"en","type":"review","venue":"Journal of Robotic Surgery","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"EVERSANA (Canada)","funders":"","keywords":"Medicine; Total knee arthroplasty; Randomized controlled trial; Robotic surgery; Physical therapy; Robotics; Orthopedic surgery; Health care; Arthroplasty; Operations management; Surgery; Artificial intelligence; Robot; Computer science","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":[0.01296142,0.002645435,0.01796859,0.007111093,0.0007457056,0.003506346,0.001950286,0.00182296,0.003765401],"category_scores_gemma":[0.04039134,0.001386125,0.04375979,0.007924161,0.0007495875,0.001620523,0.001507286,0.00191284,0.0003068495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003631227,"about_ca_system_score_gemma":0.004954686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008890822,"about_ca_topic_score_gemma":0.01718627,"domain_scores_codex":[0.9885631,0.005196549,0.003600135,0.0009545277,0.001353345,0.0003323909],"domain_scores_gemma":[0.9798463,0.01480928,0.003180734,0.0005469695,0.001416444,0.0002003067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001983463,0.00003473558,0.003427202,0.4707231,0.5088141,0.0001360512,0.00006500597,0.000574374,0.0001396079,0.0001544467,0.0006641963,0.01328377],"study_design_scores_gemma":[0.0006034293,0.0001866587,0.003687914,0.03424589,0.9590663,0.0001088351,0.00003533089,0.000168017,0.0001038655,0.0002088531,0.001561244,0.00002361749],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005209133,0.9925598,0.0004166383,0.000171201,0.0001229334,0.000371614,0.0007849737,0.00001972709,0.0003439817],"genre_scores_gemma":[0.1608411,0.8324488,0.00228418,0.000840601,0.00022532,0.001650595,0.00131275,0.00003398509,0.0003626643],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01796859,"threshold_uncertainty_score":0.06854737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1839140719938189,"score_gpt":0.3932334806729009,"score_spread":0.2093194086790819,"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."}}