{"id":"W2265289559","doi":"","title":"Towards Robust Measurement of Pelvic Parameters from AP Radiographs using Articulated 3D Models","year":2015,"lang":"en","type":"article","venue":"Computer Assisted Radiology and Surgery","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Pelvic tilt; Radiography; Acetabulum; Orientation (vector space); Gold standard (test); Medicine; Radiology; Tilt (camera); Pelvis; Surgical planning; Orthodontics; Surgery; Mathematics","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":[0.0006466257,0.0002025781,0.0007651814,0.0002415776,0.00006525385,0.00001309821,0.0000452867,0.000183121,0.00001274415],"category_scores_gemma":[0.00005264985,0.0001592235,0.0001813602,0.0001952432,0.0002602196,0.00008598831,0.00004214142,0.0001715257,0.000001412249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004336485,"about_ca_system_score_gemma":0.0002129203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001159451,"about_ca_topic_score_gemma":0.000003732794,"domain_scores_codex":[0.9983864,0.0002225744,0.0004807194,0.0003339799,0.0002724584,0.0003038413],"domain_scores_gemma":[0.9989531,0.0001838504,0.0001553021,0.0002496406,0.0001798196,0.0002783063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002145999,0.001001946,0.5555494,0.0002718201,0.003880707,0.001489524,0.001628595,0.03069469,0.002565394,0.00009039948,0.01607416,0.3846074],"study_design_scores_gemma":[0.003997533,0.0004027595,0.4301671,0.0005363767,0.0007079509,0.003020526,0.0001148337,0.5591678,0.0003320792,0.000244967,0.0007668526,0.0005411718],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9230131,0.002295806,0.0733421,0.0001303611,0.0009286299,0.0001508033,0.00001263695,0.00005189123,0.00007469247],"genre_scores_gemma":[0.9796398,0.0001057195,0.01970527,0.0003256373,0.0001531428,0.000003221954,0.00004791596,0.00001602987,0.0000032055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5284731,"threshold_uncertainty_score":0.6492946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1282424471725157,"score_gpt":0.2594741125428491,"score_spread":0.1312316653703333,"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."}}