{"id":"W4406843757","doi":"10.3390/bioengineering12020112","title":"Muscle-Driven Total Knee Replacement Stability with Virtual Ligaments","year":2025,"lang":"en","type":"article","venue":"Bioengineering","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; Stryker","keywords":"Cadaveric spasm; Ligament; Knee Joint; Joint stability; Medial collateral ligament; Biomechanics; Joint (building); Computer science; Biomedical engineering; Simulation; Medicine; Anatomy; Engineering; Surgery; Structural engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005956381,0.0003291668,0.0002427172,0.000422694,0.00008677095,0.0004297348,0.0004918819,0.0002538116,0.001056208],"category_scores_gemma":[0.00105346,0.0002393334,0.0004274032,0.0001511053,0.0003797833,0.0003371207,0.0005081333,0.0001537347,0.0001878727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002536543,"about_ca_system_score_gemma":0.0002814509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007079176,"about_ca_topic_score_gemma":0.0006458462,"domain_scores_codex":[0.9995866,0.00007290124,0.00005517451,0.00004898214,0.0002052241,0.00003113103],"domain_scores_gemma":[0.9995763,0.0001116526,0.0001326493,0.00007798571,0.00007204265,0.00002937193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005116547,0.0001855706,0.002420429,0.0002459502,0.00004200157,0.0001016152,0.0001693253,0.0225311,0.946348,0.0005495156,0.00008356357,0.02681144],"study_design_scores_gemma":[0.0002127358,0.01086137,0.02910015,0.00007613891,0.0002201802,0.001708222,0.0002164245,0.2516708,0.6996963,0.0008292351,0.005294787,0.0001136668],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9359934,0.0003150778,0.0623263,0.0000459513,0.00003705244,0.00005262422,0.00009493069,0.0003443827,0.0007902061],"genre_scores_gemma":[0.9894891,0.000106355,0.009900379,0.000009943838,0.000003848751,0.00003352444,0.00005076567,0.00000994786,0.0003961148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001056208,"threshold_uncertainty_score":0.003533304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009883772787832161,"score_gpt":0.2353214679955236,"score_spread":0.2254376952076914,"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."}}