{"id":"W4388423740","doi":"10.25259/ijmsr_13_2023","title":"Orthopedic hardware in trauma – A guided tour for the radiologist-Associated complications (Part 2)","year":2023,"lang":"en","type":"article","venue":"Indian Journal of Musculoskeletal Radiology","topic":"Orthopedic Surgery and Rehabilitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton General Hospital","funders":"University of Oxford","keywords":"Medicine; Radiology; Avascular necrosis; Orthopedic surgery; Interventional radiology; Checklist; Radiological weapon; Surgery; Medical physics","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":[0.002707921,0.0001615662,0.000573228,0.0005032124,0.0001557882,0.000009596391,0.0001935116,0.0002215526,0.0000863146],"category_scores_gemma":[0.004071108,0.0001039215,0.0005244243,0.0007169301,0.0003134115,0.00008802173,0.00001955435,0.0004584454,0.00002642832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001263888,"about_ca_system_score_gemma":0.000282203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001036435,"about_ca_topic_score_gemma":0.00004411123,"domain_scores_codex":[0.9979008,0.0003582259,0.0009291508,0.0002029375,0.0002052285,0.0004036609],"domain_scores_gemma":[0.9963977,0.00247561,0.0004355357,0.0002470062,0.0002843199,0.0001598826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001084313,0.0009012565,0.4077066,0.0004911711,0.00165995,0.001533507,0.005244541,0.00208014,0.002230451,0.0007247378,0.18762,0.3887234],"study_design_scores_gemma":[0.004085254,0.00194223,0.9089795,0.0002128287,0.0002156062,0.002510037,0.001517061,0.0002767796,0.00002447227,0.0005302968,0.07950852,0.0001973911],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815249,0.0008731309,0.0002369325,0.01529681,0.001040913,0.0006734675,0.00004848202,0.00004013135,0.0002651903],"genre_scores_gemma":[0.9977634,0.0004112331,0.0002031605,0.000486144,0.0005453499,0.00008246526,0.0001242526,0.0000197425,0.0003642557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.501273,"threshold_uncertainty_score":0.4873791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04017320430418485,"score_gpt":0.3308626273422272,"score_spread":0.2906894230380423,"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."}}