{"id":"W2982563021","doi":"10.2106/jbjs.18.00352","title":"Computer-Assisted Surgery for Total Knee Replacement: Navigating Toward Improved Outcomes","year":2018,"lang":"en","type":"letter","venue":"Journal of Bone and Joint Surgery","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer-assisted surgery; Kinematics; Implant; Knee replacement; Robotics; Computer science; Medicine; Medical physics; Artificial intelligence; Surgery; Orthopedic surgery; Robot","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002733198,0.0007642527,0.001202493,0.001449322,0.001205605,0.00209288,0.002826181,0.01220607,0.02403021],"category_scores_gemma":[0.03185357,0.0003416126,0.00101658,0.001340797,0.002477604,0.002718789,0.0009957132,0.009236158,0.006575874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002773975,"about_ca_system_score_gemma":0.005719807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008197363,"about_ca_topic_score_gemma":0.01426199,"domain_scores_codex":[0.9975352,0.0008128013,0.0002666962,0.000294375,0.0009227328,0.0001680473],"domain_scores_gemma":[0.9615932,0.02459891,0.002039514,0.0004423534,0.009831716,0.001494285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006194509,0.00001257037,0.00008754164,0.004004075,0.0000347238,0.0001896003,0.00006339545,0.00005730897,0.00005236476,0.001359319,0.9705118,0.02356536],"study_design_scores_gemma":[0.0001565607,0.0001283575,0.001210029,0.02754569,0.0001519781,0.001746763,0.0003523225,0.0001526443,0.0001575765,0.004831797,0.9634907,0.00007561168],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000441468,0.1218678,0.0003330089,0.6595887,0.2087574,0.00006588391,0.0005661827,0.0001206498,0.008258964],"genre_scores_gemma":[0.006962897,0.0879736,0.0003999746,0.6615056,0.2375781,0.0001279454,0.00020942,0.00006601996,0.005176424],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02403021,"threshold_uncertainty_score":0.08038908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04254876642271734,"score_gpt":0.2748938010615882,"score_spread":0.2323450346388709,"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."}}