{"id":"W2543587853","doi":"10.5301/hipint.5000419","title":"Pre-Operative Planning of Total Hip Arthroplasty on Dysplastic Acetabuli","year":2016,"lang":"en","type":"article","venue":"Hip International","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medicine; Radiography; Total hip arthroplasty; Deformity; Dysplasia; Arthroplasty; Surgical planning; Surgery; Radiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000932071,0.0001493168,0.0002074795,0.0001281718,0.00004848168,0.00001138419,0.00005798782,0.00006289845,0.002651914],"category_scores_gemma":[0.0002774406,0.00009145124,0.00008114524,0.00004966484,0.0001312851,0.0001172153,0.0000462409,0.0001219707,0.0002311544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005525746,"about_ca_system_score_gemma":0.0000803856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004490512,"about_ca_topic_score_gemma":0.000001749592,"domain_scores_codex":[0.9988133,0.00002495325,0.00027921,0.0002415895,0.0004478573,0.0001930765],"domain_scores_gemma":[0.9992473,0.0002766184,0.0001115266,0.0001398569,0.0001203514,0.0001043242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007507408,0.001944898,0.6061302,0.0001474134,0.001542954,0.0008185658,0.003401764,0.0005216026,0.09513825,0.02242576,0.02519344,0.2352278],"study_design_scores_gemma":[0.01065912,0.002609428,0.909337,0.00225071,0.0001020074,0.001287448,0.0002735678,0.001099464,0.02663407,0.0001327114,0.04511233,0.0005021534],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851561,0.00003364576,0.00208046,0.001084576,0.001749238,0.0001574977,0.0001263404,0.0000422681,0.009569932],"genre_scores_gemma":[0.9929135,0.00001658039,0.0002772092,0.0001736132,0.0005022152,0.00001215448,0.00002484321,0.00001694392,0.00606294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3032068,"threshold_uncertainty_score":0.9982598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01984993198770075,"score_gpt":0.2999690213672879,"score_spread":0.2801190893795871,"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."}}