{"id":"W6959552647","doi":"10.1051/sicotj/2025005/pdf","title":"Robotic total knee arthroplasty for moderate to high-grade valgus knee deformity: technique and outcomes","year":2025,"lang":"en","type":"article","venue":"Springer Link (Chiba Institute of Technology)","topic":"Plant Pathogens and Resistance","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Valgus; Valgus deformity; Osteoarthritis; WOMAC; Context (archaeology); Total knee arthroplasty; Radiological weapon; Prospective cohort study","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":[0.0005523929,0.0002750716,0.0003264361,0.0005523731,0.0002370745,0.0004437137,0.000240564,0.000193078,0.00110648],"category_scores_gemma":[0.001038161,0.0001145115,0.0004205123,0.000482719,0.0003153296,0.0002648783,0.0003994227,0.0001884552,0.0003095333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002433555,"about_ca_system_score_gemma":0.0002380462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003190289,"about_ca_topic_score_gemma":0.000920026,"domain_scores_codex":[0.9996178,0.00006478381,0.00006747464,0.00004758185,0.0001413749,0.00006104138],"domain_scores_gemma":[0.9991639,0.00009259225,0.0005346503,0.00006458022,0.00006049736,0.00008380759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007409531,0.0005644276,0.9150044,0.0002454025,0.0002032699,0.001174074,0.000210769,0.0003053163,0.005663496,0.00003364816,0.0001788241,0.07567561],"study_design_scores_gemma":[0.00004730331,0.004879187,0.9713883,0.00006934859,0.00007761135,0.02105627,0.0002464238,0.0004664141,0.001141556,0.0000383386,0.0005725691,0.00001660271],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984328,0.0008298547,0.0003063206,0.00001239875,0.000004659051,0.00001595968,0.00004142168,0.000006924728,0.0003496032],"genre_scores_gemma":[0.9991956,0.000338601,0.0002399575,0.00001139685,0.00001074661,0.000009640666,0.00008095938,0.000001286001,0.000111838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00110648,"threshold_uncertainty_score":0.003701508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01129190994953405,"score_gpt":0.2193707335112915,"score_spread":0.2080788235617575,"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."}}