{"id":"W4416207295","doi":"10.1302/1358-992x.2025.13.045","title":"ARTIFICIAL INTELLIGENCE-INTEGRATED RADIOLOGICAL ANALYSIS FOR DEVELOPMENTAL DYSPLASIA OF THE HIP METRICS IN INFANTS AND CHILDREN","year":2025,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Hip disorders and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Landmark; Segmentation; Pelvis; Orthopedic surgery; Epiphysis; Image segmentation; Radiography; Femur","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001191122,0.0007341026,0.0004755686,0.001615724,0.0002809271,0.0005551396,0.000781858,0.000620234,0.001496898],"category_scores_gemma":[0.004081253,0.0002936588,0.0007658511,0.0008312917,0.0002218153,0.0005164239,0.0008007922,0.0007022785,0.0006398997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007188703,"about_ca_system_score_gemma":0.0006701745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00815115,"about_ca_topic_score_gemma":0.01289308,"domain_scores_codex":[0.999359,0.0002104237,0.00005232309,0.0001901941,0.0001425324,0.00004562552],"domain_scores_gemma":[0.9990373,0.0004487537,0.0001122159,0.0001106869,0.0002400594,0.00005099498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004339451,0.0004909841,0.08168631,0.0002828084,0.0005121375,0.0005040454,0.0002429526,0.2656467,0.01556233,0.001429737,0.00754564,0.6256624],"study_design_scores_gemma":[0.00001203194,0.0002123531,0.03143201,0.00003517156,0.00007971266,0.0001976736,0.00007981734,0.957926,0.006634286,0.001405918,0.001963215,0.00002182261],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6130313,0.001822776,0.367593,0.0009298414,0.0001502026,0.0003358761,0.003292259,0.008089921,0.004754835],"genre_scores_gemma":[0.8783796,0.0005291704,0.1143807,0.0001617008,0.0000499228,0.000271184,0.004034361,0.000100053,0.002093316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00815115,"threshold_uncertainty_score":0.0162074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02110268827104617,"score_gpt":0.2819020799248411,"score_spread":0.260799391653795,"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."}}