{"id":"W4365810848","doi":"10.1007/s43390-023-00687-w","title":"How useful is pre-referral pediatric spine imaging?","year":2023,"lang":"en","type":"article","venue":"Spine Deformity","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children","funders":"","keywords":"Medicine; Triage; Referral; Scoliosis; Radiology; Radiography; Medical physics; Physical therapy; Emergency medicine; Surgery; Family medicine","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":[0.0001712489,0.0002683461,0.0003995909,0.0002843192,0.0001142795,0.00006668492,0.0001199782,0.00008211929,0.000156037],"category_scores_gemma":[0.0001192462,0.0001994264,0.0002492664,0.0008862152,0.00004135877,0.0002071752,0.000113889,0.000187418,0.0004411049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001520487,"about_ca_system_score_gemma":0.00009392478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001269682,"about_ca_topic_score_gemma":0.00002885832,"domain_scores_codex":[0.998338,0.00001598979,0.0002538335,0.0004352576,0.0004298384,0.0005271101],"domain_scores_gemma":[0.998967,0.00001092778,0.00009609531,0.000541681,0.0001220017,0.0002622787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002623535,0.0003644735,0.9598417,0.0001321131,0.0000765919,0.0001531116,0.0001310508,0.00000117503,0.00007961583,0.0001724266,0.03131538,0.007706127],"study_design_scores_gemma":[0.00203996,0.0003117166,0.9790851,0.00004205263,0.000264368,0.00008058941,0.00005294992,0.0001972099,0.003168035,0.0001464645,0.01440995,0.0002015764],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98298,0.0007655912,0.00002907744,0.01322075,0.000403815,0.0005982479,0.00002939369,0.0003854862,0.00158762],"genre_scores_gemma":[0.9923413,0.0004751488,0.0002982247,0.001429468,0.0007898184,0.0001337879,0.0001175502,0.00004281759,0.004371833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01924343,"threshold_uncertainty_score":0.8132372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03027905915866574,"score_gpt":0.3049877208391827,"score_spread":0.2747086616805169,"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."}}