{"id":"W4323045440","doi":"10.3389/fsurg.2023.1120908","title":"Overview of the different personalized total knee arthroplasty with robotic assistance, how choosing?","year":2023,"lang":"en","type":"review","venue":"Frontiers in Surgery","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Medicine; Ligament; Arthroplasty; Orientation (vector space); Orthopedic surgery; Medical physics; Physical medicine and rehabilitation; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001696452,0.0007326961,0.0006011878,0.002621485,0.0004058225,0.001752147,0.000855952,0.00133019,0.005959085],"category_scores_gemma":[0.00294973,0.0003780639,0.001068304,0.001903038,0.0008054632,0.002579129,0.0007737586,0.001701416,0.00222085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001073909,"about_ca_system_score_gemma":0.001491844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001306566,"about_ca_topic_score_gemma":0.003040903,"domain_scores_codex":[0.9990619,0.0002629603,0.0002084946,0.0001419273,0.0002615312,0.00006311263],"domain_scores_gemma":[0.9983054,0.0009548939,0.0002032887,0.0000576356,0.0003734632,0.0001052837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001108629,0.00007363708,0.001061045,0.008603597,0.00009262904,0.000258464,0.0002692046,0.0006328076,0.001038712,0.008654866,0.02882685,0.9503773],"study_design_scores_gemma":[0.0000161213,0.0002441823,0.003566419,0.008896078,0.0001926282,0.005561386,0.0003679085,0.0005151818,0.0008718706,0.009388266,0.9703143,0.00006552888],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001687791,0.9673189,0.008246887,0.006954646,0.001347621,0.00005948803,0.0001537049,0.0001114403,0.01411956],"genre_scores_gemma":[0.01336663,0.9626585,0.01059636,0.004946275,0.002402538,0.00009615975,0.0003845033,0.00004952373,0.005499558],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005959085,"threshold_uncertainty_score":0.01993513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05753083955260797,"score_gpt":0.2922530527999196,"score_spread":0.2347222132473116,"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."}}