{"id":"W4366826900","doi":"10.3390/bioengineering10050503","title":"Virtual Joint Motion Simulator Accurately Predicts Effects of Femoral Component Malalignment during TKA","year":2023,"lang":"en","type":"article","venue":"Bioengineering","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Kinematics; Knee Joint; Computer science; Simulation; Component (thermodynamics); Biomechanics; Medial collateral ligament; Motion capture; Ligament; Orthodontics; Biomedical engineering; Motion (physics); Computer vision; Medicine; Surgery; Physics; Anatomy","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":[0.0004563496,0.0004008223,0.0002456255,0.0002849931,0.00009420526,0.0004536367,0.000417988,0.0005134742,0.001120598],"category_scores_gemma":[0.00291411,0.0002685942,0.0003034544,0.0001617772,0.0002808786,0.0002623186,0.0003793923,0.0002311815,0.0002525676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002741249,"about_ca_system_score_gemma":0.0004612918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003873856,"about_ca_topic_score_gemma":0.002988167,"domain_scores_codex":[0.9998106,0.00005606952,0.00002355221,0.00002611257,0.00005436663,0.00002920824],"domain_scores_gemma":[0.9990689,0.0005166378,0.0001409835,0.0001267636,0.00009558871,0.00005102938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007361826,0.0003866619,0.02786301,0.00008962105,0.00006186374,0.0001922537,0.000180301,0.9156771,0.03733919,0.0003097553,0.0002691804,0.01689496],"study_design_scores_gemma":[0.00004420368,0.001189462,0.01766127,0.00001311677,0.0000321761,0.0001120526,0.00006451576,0.9700012,0.01030313,0.0001782865,0.0003790217,0.00002164061],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850316,0.00003432016,0.01366453,0.00002762767,0.00001623735,0.00004518339,0.0002252705,0.000146096,0.0008090359],"genre_scores_gemma":[0.9982743,0.00002123416,0.001376447,0.000008104043,9.986635e-7,0.00001603611,0.000104428,0.000008145527,0.0001902923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003873856,"threshold_uncertainty_score":0.007702589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02180044044367049,"score_gpt":0.2487718174116515,"score_spread":0.226971376967981,"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."}}