{"id":"W3207625252","doi":"10.1016/j.artd.2021.08.016","title":"Mechanical and Anatomical Alignment Guide Techniques Are Superior to Freehand in Achieving Target Orientation of an Acetabular Component","year":2021,"lang":"en","type":"article","venue":"Arthroplasty Today","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast","keywords":"Medicine; Orthopedic surgery; Orientation (vector space); Standard deviation; Orthodontics; Arthroplasty; Nuclear medicine; Surgery; Mathematics; Geometry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003100773,0.0001874955,0.0004663695,0.0001240062,0.00007284674,0.00002265899,0.00004273742,0.0001056882,0.0002175972],"category_scores_gemma":[0.0001343944,0.0001659303,0.00005843806,0.0001888582,0.00008558395,0.0001411949,0.0001317397,0.0001634741,0.000006868518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005638977,"about_ca_system_score_gemma":0.00009343725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004623736,"about_ca_topic_score_gemma":0.000281282,"domain_scores_codex":[0.9983128,0.0001101832,0.0004943712,0.0004388518,0.000345231,0.0002985279],"domain_scores_gemma":[0.9991987,0.00005796788,0.00008291838,0.0002914287,0.0000909363,0.0002780783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008785123,0.002074962,0.3750319,0.0002930359,0.0001592712,0.002029118,0.002044844,0.00006601345,0.5109423,0.001903467,0.001414668,0.1031618],"study_design_scores_gemma":[0.00560332,0.001963898,0.3982542,0.001074488,0.0001190516,0.00093669,0.003149938,0.001060173,0.4988594,0.0001081461,0.08823564,0.0006349883],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960264,0.0002028256,0.00161062,0.001375801,0.0001727648,0.0003997905,0.00005256104,0.00004641884,0.0001128418],"genre_scores_gemma":[0.9778824,0.0001221714,0.02119213,0.0005156989,0.0000898452,0.0000225227,0.00006536709,0.00002375273,0.0000861218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1025268,"threshold_uncertainty_score":0.6766443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01042249639205202,"score_gpt":0.271926171628309,"score_spread":0.261503675236257,"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."}}