{"id":"W4398173294","doi":"10.1002/ksa.12272","title":"High in‐vivo accuracy of a novel robotic‐arm‐assisted system for total knee arthroplasty","year":2024,"lang":"en","type":"article","venue":"Knee Surgery Sports Traumatology Arthroscopy","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Auckland","keywords":"Total knee arthroplasty; Arthroplasty; In vivo; Computer science; Robotic arm; Artificial intelligence; Biomedical engineering; Medicine; Surgery; Biology","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":[0.001588586,0.0003322034,0.0003495572,0.0004560137,0.0001536261,0.0006013701,0.0003671926,0.0002845532,0.0006754912],"category_scores_gemma":[0.005224109,0.0002656524,0.0003498731,0.0002706992,0.0002759105,0.0003232019,0.0003735794,0.0002439763,0.0002735899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002917183,"about_ca_system_score_gemma":0.0003917143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007505886,"about_ca_topic_score_gemma":0.001032683,"domain_scores_codex":[0.9986173,0.0002499663,0.0001773901,0.0002040473,0.0006829759,0.00006838926],"domain_scores_gemma":[0.9963737,0.0008630204,0.001367121,0.0004483343,0.000857085,0.00009063488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001587817,0.0002896379,0.7606933,0.0003649722,0.0002435195,0.000398823,0.0004446492,0.004218638,0.1030847,0.00007541948,0.0003224083,0.1282761],"study_design_scores_gemma":[0.0001039301,0.005372288,0.917808,0.00006129237,0.000312965,0.007573443,0.0001477781,0.01377854,0.05244625,0.00005998638,0.002256367,0.00007916836],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882296,0.0005695783,0.01060117,0.00002191794,0.00001698564,0.00002622188,0.0001104502,0.00008715531,0.0003368866],"genre_scores_gemma":[0.9937589,0.0001325324,0.005848177,0.00001253936,0.00001172434,0.0000136657,0.00009176114,0.000008388834,0.0001222836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001588586,"threshold_uncertainty_score":0.008401334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0230945335475312,"score_gpt":0.2782434867820202,"score_spread":0.2551489532344889,"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."}}