{"id":"W4415438970","doi":"10.1302/1358-992x.2025.10.103","title":"STATISTICAL SHAPE MODELLING TO COMPARE SPINOPELVIC STRUCTURES WITH HIP IMPINGEMENT AND DYSPLASIA","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":"Western University","funders":"","keywords":"Cadaveric spasm; Acetabulum; Hip dysplasia; Cadaver; Sacrum; Dysplasia; Femoral head; Radiography","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":[0.00007626872,0.0002192147,0.0003196726,0.0001759137,0.0001362409,0.0000594773,0.00005975953,0.00003957464,0.00009140493],"category_scores_gemma":[0.0000283966,0.0001618464,0.00002855004,0.0002864785,0.00007352872,0.00007005661,0.00006285228,0.0001541736,0.00001089587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006157133,"about_ca_system_score_gemma":0.00008745068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004686422,"about_ca_topic_score_gemma":0.00001088455,"domain_scores_codex":[0.9987661,0.000003165517,0.0002097617,0.0004200803,0.0002779432,0.0003229813],"domain_scores_gemma":[0.9994713,0.00001821786,0.00004254143,0.00008802251,0.0001338987,0.0002460271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001141931,0.0002488717,0.9255591,0.0009991046,0.0004182965,0.000108011,0.001218923,0.00005205957,0.0002610065,0.02478679,0.004504346,0.04070157],"study_design_scores_gemma":[0.01950054,0.003508316,0.8838921,0.003185587,0.002191791,0.000364689,0.004378988,0.04397164,0.0009236552,0.007709096,0.02906774,0.001305885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837849,0.0004208733,0.006683447,0.001278629,0.00004981047,0.0007596976,0.00001171691,0.00008698045,0.006923984],"genre_scores_gemma":[0.9872262,0.00004424273,0.01117553,0.001019504,0.00003842354,0.00005826556,0.00002089252,0.0000213718,0.0003955903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04391958,"threshold_uncertainty_score":0.6599907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01420204724684463,"score_gpt":0.2751810711096138,"score_spread":0.2609790238627692,"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."}}