{"id":"W1998725904","doi":"10.1007/s11999-014-3804-6","title":"Systematic Review of Patient-specific Instrumentation in Total Knee Arthroplasty: New but Not Improved","year":2014,"lang":"en","type":"review","venue":"Clinical Orthopaedics and Related Research","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":207,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; MEDLINE; Instrumentation (computer programming); Evidence-based medicine; Physical therapy; Total knee arthroplasty; Arthroplasty; Medical physics; Surgery; Computer science","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006997483,0.0005244726,0.005941873,0.000736994,0.0001117533,0.00003876893,0.0001509125,0.00110446,0.0001945367],"category_scores_gemma":[0.007932483,0.0003543384,0.001465302,0.001299017,0.0007320936,0.0000897291,0.0003539557,0.004087983,0.0002526797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001410103,"about_ca_system_score_gemma":0.001195659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002754912,"about_ca_topic_score_gemma":0.000006998057,"domain_scores_codex":[0.9888475,0.002621071,0.005669894,0.0009333264,0.001267343,0.0006608492],"domain_scores_gemma":[0.9923251,0.004303515,0.001312282,0.0009876037,0.0003831232,0.0006883316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00004949407,0.0001826904,0.0001153117,0.6076115,0.0003916544,0.0001048318,0.00003582795,5.477316e-8,3.464665e-7,0.0001021404,0.0004468122,0.3909593],"study_design_scores_gemma":[0.002517521,0.002049021,0.0001621733,0.8665926,0.001308246,0.0005651788,0.00008736333,0.00004399654,3.49269e-7,0.00002137094,0.1263144,0.0003377836],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001416452,0.9910786,0.000004619676,0.0003940838,0.0009392462,0.005809581,0.00002130493,0.00003754238,0.0002985426],"genre_scores_gemma":[0.0003036189,0.9962341,0.0001548974,0.000135429,0.0001673998,0.0001231032,0.0001559579,0.0000998262,0.002625736],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3906215,"threshold_uncertainty_score":0.9998909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07099811422113302,"score_gpt":0.4134569909149942,"score_spread":0.3424588766938612,"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."}}