{"id":"W4375816670","doi":"10.3889/oamjms.2023.11360","title":"Impact of Post-operative Radiological Parameters on Total Knee Arthroplasty Functional Outcome","year":2023,"lang":"en","type":"article","venue":"Open Access Macedonian Journal of Medical Sciences","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; WOMAC; Coronal plane; Valgus; Osteoarthritis; Radiological weapon; Implant; Oxford knee score; Radiography; Arthroplasty; Orthodontics; Surgery; Radiology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003434415,0.0002549138,0.000901808,0.0004723717,0.0002715856,0.0003408067,0.001046519,0.0001643391,0.005089351],"category_scores_gemma":[0.004223641,0.0001379967,0.0004497983,0.00125374,0.001332314,0.001144451,0.0006858375,0.0007927417,0.0001337084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001227722,"about_ca_system_score_gemma":0.001394917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001333744,"about_ca_topic_score_gemma":0.00002806184,"domain_scores_codex":[0.9952268,0.0002909295,0.001022726,0.0003622499,0.00259252,0.000504763],"domain_scores_gemma":[0.9971052,0.001090822,0.000569116,0.0001996812,0.000224158,0.0008109861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009895584,0.0003490772,0.9686813,0.0000202698,0.0002471278,0.0006733953,0.0002285616,0.001812307,0.0002663561,0.0003730497,0.003846537,0.02251249],"study_design_scores_gemma":[0.003193091,0.007421682,0.9858127,0.0002515143,0.00004335813,0.001505709,0.0004808001,0.0006417397,0.00009829654,0.0001166706,0.0002702314,0.0001642458],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805025,0.00005733773,0.0000800132,0.01686165,0.001027392,0.0004241433,0.00002030819,0.00002241429,0.001004226],"genre_scores_gemma":[0.9982705,0.00006030334,0.0005402354,0.0005412883,0.0001656168,0.000008654355,0.00000453353,0.0000126706,0.0003961832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02234825,"threshold_uncertainty_score":0.9958201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.135564579325204,"score_gpt":0.4540176876747864,"score_spread":0.3184531083495824,"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."}}