{"id":"W2950129931","doi":"10.1177/1559325819852810","title":"The Scoliosis Quandary: Are Radiation Exposures From Repeated X-Rays Harmful?","year":2019,"lang":"en","type":"article","venue":"Dose-Response","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Rheumatology Association","funders":"","keywords":"Scoliosis; Medicine; Radiography; Cancer; Ionizing radiation; Cohort; Radiation therapy; Nuclear medicine; Idiopathic scoliosis; Surgery; Internal medicine; Irradiation","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008807182,0.0002444268,0.0003741642,0.0001410555,0.0002313877,0.0001212942,0.0001548028,0.000131862,0.0004021056],"category_scores_gemma":[0.0008946149,0.000158223,0.0002083096,0.0003230245,0.0000570664,0.0001083575,0.00004792355,0.0001646448,0.0008423672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002256461,"about_ca_system_score_gemma":0.0001640035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002467044,"about_ca_topic_score_gemma":0.00004201832,"domain_scores_codex":[0.9978479,0.0005498124,0.0003717034,0.0004301245,0.0004606729,0.0003397792],"domain_scores_gemma":[0.9974353,0.001223031,0.0001991311,0.0008263848,0.0001318239,0.0001843438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04160766,0.0006292766,0.9073265,0.00001787831,0.0005568161,0.0001446045,0.001098851,0.00002687798,0.02273229,0.00006920392,0.01908342,0.006706614],"study_design_scores_gemma":[0.004243463,0.0007506631,0.9346312,0.0002289901,0.0001716308,0.00000827682,0.0004921639,0.0001369566,0.02462195,0.00003677079,0.03451112,0.0001668194],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834847,0.004292822,0.000003197106,0.01030647,0.0005130812,0.0009819284,0.0000644423,0.0001326998,0.0002206172],"genre_scores_gemma":[0.9970982,0.0003367536,0.00004824845,0.001279615,0.0001520475,0.0002112067,0.0000375601,0.0000423958,0.0007939609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03736419,"threshold_uncertainty_score":0.9999356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01584474937972039,"score_gpt":0.2789348404274493,"score_spread":0.2630900910477288,"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."}}