{"id":"W4378188583","doi":"10.1007/s00330-023-09748-0","title":"MRI texture analysis of acetabular cancellous bone can discriminate between normal, cam positive, and cam-FAI hips","year":2023,"lang":"en","type":"article","venue":"European Radiology","topic":"Bone and Joint Diseases","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Asymptomatic; Mann–Whitney U test; Neuroradiology; Texture (cosmology); Radiology; Orthodontics; Nuclear medicine; Artificial intelligence; Surgery; Internal medicine; Image (mathematics); Computer science","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":[0.0003062868,0.0001957738,0.0008072096,0.0004482561,0.00008208137,0.000007931816,0.00009189478,0.00006735505,0.00008772231],"category_scores_gemma":[0.00007564812,0.0001637337,0.0001806696,0.0006857467,0.0002731254,0.00003368486,0.000105393,0.0002147198,0.00003646533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002943325,"about_ca_system_score_gemma":0.00005128066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005142835,"about_ca_topic_score_gemma":0.0001881743,"domain_scores_codex":[0.9984164,0.0003557362,0.0003572475,0.000376995,0.0001301414,0.0003635251],"domain_scores_gemma":[0.9990929,0.0001105092,0.0001349317,0.000357083,0.00006639864,0.000238194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003641724,0.0001340139,0.9207904,0.000266788,0.004859462,0.00278667,0.003945889,0.0001803417,0.01691924,0.0001631924,0.02974615,0.01984369],"study_design_scores_gemma":[0.000829084,0.0003205618,0.9883106,0.0000426021,0.00384695,0.00009499853,0.0003647752,0.0001448268,0.0004375768,0.00001299551,0.00541411,0.0001809472],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914803,0.002044,0.00006481296,0.001946719,0.00007247877,0.0001797103,0.0003790662,0.00008864966,0.003744284],"genre_scores_gemma":[0.9960545,0.0007722756,0.00007078032,0.0004946935,0.0001999703,0.000003434443,0.0007236494,0.00003834204,0.001642375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06752019,"threshold_uncertainty_score":0.6676866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01587108960595772,"score_gpt":0.2565911957388789,"score_spread":0.2407201061329212,"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."}}