{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001042043,0.0001887445,0.0002677282,0.000128697,0.00005319343,0.00002037471,0.00004659211,0.00005599287,0.0001024961],"category_scores_gemma":[0.0000833331,0.000157964,0.00006895485,0.0002414047,0.00004785505,0.00008318714,0.00008552914,0.0001850016,0.00003602081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001911112,"about_ca_system_score_gemma":0.00007316921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001670345,"about_ca_topic_score_gemma":0.00000793315,"domain_scores_codex":[0.9989278,0.00001266297,0.0002326538,0.00030361,0.0002308701,0.0002924225],"domain_scores_gemma":[0.9993465,0.00005207507,0.00003058936,0.0004098153,0.00004332203,0.0001177122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001820179,0.001407083,0.7517631,0.001261858,0.001564653,0.0002572357,0.002080824,0.0109649,0.1784379,0.002477203,0.001687713,0.04627737],"study_design_scores_gemma":[0.007357933,0.002748074,0.9387963,0.0008282193,0.0002111583,0.00007115589,0.001075814,0.01207983,0.02513064,0.000004918174,0.01114195,0.0005539569],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922153,0.0000810938,0.004870223,0.000487081,0.0004105633,0.0004226391,0.000007001942,0.0002671097,0.001239021],"genre_scores_gemma":[0.995463,0.000004498367,0.002650513,0.000116152,0.00005349028,0.0000340762,0.000007812002,0.0000230706,0.001647457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1870333,"threshold_uncertainty_score":0.6441585,"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."}}