{"id":"W2465790145","doi":"10.3928/01477447-20160616-06","title":"Preoperative Pelvic Tilt Analysis Reduces Fluoroscopy Time in Direct Anterior Total Hip Arthroplasty","year":2016,"lang":"en","type":"article","venue":"Orthopedics","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Fluoroscopy; Medicine; Pelvic tilt; Technician; Surgery; Radiation exposure; Radiology; Radiography; Nuclear 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":[0.0003738558,0.0003380591,0.0007972702,0.0004337741,0.0001194058,0.00003858952,0.00007515673,0.0001608621,0.003248901],"category_scores_gemma":[0.0002446472,0.0002085561,0.0002760948,0.0007865657,0.0002486156,0.0002704747,0.00009115807,0.0002119817,0.0005883318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008431422,"about_ca_system_score_gemma":0.0002053622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002807077,"about_ca_topic_score_gemma":0.0001109698,"domain_scores_codex":[0.9976285,0.0001259414,0.0005740315,0.000621811,0.0004763356,0.00057345],"domain_scores_gemma":[0.9988798,0.0001469081,0.0001548013,0.0004185306,0.00009698215,0.0003029348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006307262,0.0004955424,0.8117141,0.0000455505,0.0008024531,0.0006979214,0.0007803618,0.00001655739,0.01903054,0.00001541384,0.002446022,0.1633249],"study_design_scores_gemma":[0.006376108,0.001544745,0.9607407,0.0008565139,0.001361693,0.0004212598,0.000239305,0.00118955,0.006951443,0.000007065026,0.01939648,0.0009151692],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900554,0.0004030464,0.0001540011,0.0007834731,0.000351878,0.0004181536,0.000204725,0.000118701,0.007510601],"genre_scores_gemma":[0.9765117,0.0005627963,0.0005523486,0.0002072817,0.0003602035,0.00003091236,0.0000536074,0.00004135282,0.02167982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1624097,"threshold_uncertainty_score":0.9976622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009132996517778616,"score_gpt":0.2594068132416827,"score_spread":0.2502738167239041,"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."}}