{"id":"W4402071776","doi":"10.3389/fsurg.2024.1410465","title":"Pre-aspiration outpatient ultrasound can accurately predict dry taps in prosthetic hips suspected of infection; a prospective study","year":2024,"lang":"en","type":"article","venue":"Frontiers in Surgery","topic":"Orthopedic Infections and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Iran University of Medical Sciences","keywords":"Medicine; Prospective cohort study; Ultrasound; Surgery; Radiology","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":[0.0004964008,0.0002177474,0.0005161657,0.001030325,0.00005355437,0.0000337864,0.0000209511,0.000119771,0.00003664787],"category_scores_gemma":[0.0003593414,0.0001889172,0.0001319592,0.001384239,0.00008197298,0.000186609,0.0000197315,0.0003430579,0.000004111573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006832519,"about_ca_system_score_gemma":0.0003882938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001505382,"about_ca_topic_score_gemma":0.00134921,"domain_scores_codex":[0.9981514,0.0001660686,0.0006462453,0.0004302504,0.0003214781,0.0002845398],"domain_scores_gemma":[0.999273,0.0001628462,0.000112571,0.0002573296,0.0001196821,0.00007456743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002623172,0.002265569,0.9868182,0.0001670771,0.0002214438,0.0001952911,0.003302958,0.00004448005,0.00002413601,0.00001308158,0.0007580709,0.005927401],"study_design_scores_gemma":[0.00112091,0.0009188351,0.9957429,0.0004168929,0.0001386022,0.00002543182,0.0006062479,0.0003173724,0.0002413291,0.0001592208,0.0001693696,0.0001429293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942322,0.0005000239,0.0002348514,0.00004439976,0.001993703,0.002318389,0.00002896568,0.0001201054,0.0005273807],"genre_scores_gemma":[0.9987564,0.00009075375,0.0001285291,0.00001243801,0.00008378173,0.0004798039,0.00007352607,0.00003459657,0.0003401677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008924684,"threshold_uncertainty_score":0.7703822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01979804720532671,"score_gpt":0.2775077597465064,"score_spread":0.2577097125411797,"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."}}