{"id":"W2045607856","doi":"10.1097/brs.0b013e3181bdcaa4","title":"Diagnostic Imaging of Spinal Deformities","year":2010,"lang":"en","type":"article","venue":"Spine","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":356,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Notre-Dame; Centre Hospitalier de l’Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Imaging phantom; Image quality; Radiography; Nuclear medicine; Scoliosis; Image noise; Scanner; Wilcoxon signed-rank test; Radiology; Surgery; Artificial intelligence; 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":[0.00006467011,0.00007313321,0.0001380031,0.0001193268,0.00002026291,0.00001090457,0.0000503204,0.00001578929,0.00007614664],"category_scores_gemma":[0.0001763629,0.00005865355,0.00008903434,0.0001499608,0.000141404,0.0001286694,0.00001952997,0.0001286245,0.00001279454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003809858,"about_ca_system_score_gemma":0.00002953472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002628353,"about_ca_topic_score_gemma":0.000004088813,"domain_scores_codex":[0.9995022,0.000002041949,0.0001348984,0.00009179913,0.000122046,0.000147041],"domain_scores_gemma":[0.999662,0.00001611206,0.00003726533,0.0001541175,0.00005739776,0.00007307524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006632091,0.0002258979,0.5846924,0.0002558067,0.00004711035,0.0001276957,0.00007028856,4.710592e-7,0.04411218,0.008270598,0.0004795581,0.3616517],"study_design_scores_gemma":[0.0007754437,0.000236929,0.9743359,0.0002586127,0.00006644111,0.0008674629,0.00009210297,0.00006276015,0.01850301,0.001262424,0.003422827,0.0001161054],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9592146,0.0002815058,0.0001949932,0.0008079465,0.0002254814,0.00008762718,0.000004397438,0.00004639296,0.03913707],"genre_scores_gemma":[0.998163,0.000007989184,0.001239134,0.0001726157,0.0001690843,0.000003939907,0.000007354021,0.000009435594,0.0002274403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3896435,"threshold_uncertainty_score":0.2391822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005679052521491867,"score_gpt":0.2523426060386447,"score_spread":0.2466635535171528,"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."}}