{"id":"W4407110663","doi":"10.1186/s12891-024-08201-7","title":"Pathomorphological features of the proximal femur in crowe IV hips and their implication on stem selection during total hip arthroplasty","year":2025,"lang":"en","type":"article","venue":"BMC Musculoskeletal Disorders","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Femur; Greater trochanter; Lesser Trochanter; Sports medicine; Orthopedic surgery; Anatomy; Femoral neck; Arthroplasty; Orthodontics; Surgery; Osteoporosis; Internal medicine; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001628663,0.0002075158,0.0002668238,0.000128387,0.0001560789,0.00001534835,0.00005794046,0.0001343833,0.00002571344],"category_scores_gemma":[0.00009327385,0.0001245974,0.0001713462,0.0003375197,0.0001991765,0.0000613869,0.00007806381,0.0003214459,0.000002369785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004473855,"about_ca_system_score_gemma":0.00008346888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002866043,"about_ca_topic_score_gemma":0.000298167,"domain_scores_codex":[0.998792,0.0001261127,0.0002847797,0.0003598595,0.0001695056,0.000267747],"domain_scores_gemma":[0.9994977,0.00009529706,0.00009767175,0.0002238655,0.00003265849,0.00005286985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007434265,0.000575974,0.898277,0.000745404,0.00005075258,0.00000270799,0.000272065,0.00005306867,0.01837545,0.002000182,0.0001675567,0.07873641],"study_design_scores_gemma":[0.001909574,0.0002976824,0.9952578,0.0001939536,0.00002286182,0.00005738929,0.0005086781,0.0001196621,0.001198998,0.0001292647,0.0001846655,0.000119448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969346,0.0002012195,0.0001023452,0.0005960799,0.0001690363,0.000816818,0.00001484399,0.00004418366,0.001120901],"genre_scores_gemma":[0.9992737,0.00007021295,0.00004949513,0.00006436261,0.00004394148,0.00005480605,0.000009884465,0.00001353825,0.0004200281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09698082,"threshold_uncertainty_score":0.5080933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009073145946697513,"score_gpt":0.2459889319101897,"score_spread":0.2369157859634922,"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."}}