{"id":"W2802297718","doi":"10.21037/qims.2018.04.02","title":"Intraoperative ultrasound in spine surgery: history, current applications, future developments","year":2018,"lang":"en","type":"editorial","venue":"Quantitative Imaging in Medicine and Surgery","topic":"Spinal Fractures and Fixation Techniques","field":"Medicine","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto Western Hospital","funders":"","keywords":"Current (fluid); Medicine; Ultrasound; General surgery; Data science; Medical physics; Radiology; Computer science; Geology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002265785,0.0005375137,0.001622222,0.001710512,0.00007234292,0.00002267254,0.0001178839,0.0003469068,0.000190145],"category_scores_gemma":[0.004660095,0.000439388,0.0001232991,0.0005790301,0.0005715484,0.000191232,0.00003960851,0.001285875,0.00001178576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007922078,"about_ca_system_score_gemma":0.001257371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000375642,"about_ca_topic_score_gemma":0.0001036528,"domain_scores_codex":[0.9965395,0.0002204075,0.001215629,0.0008059715,0.000769713,0.0004487908],"domain_scores_gemma":[0.9946688,0.003661674,0.0005136138,0.0003250548,0.0006536014,0.0001772535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001519118,0.0001238845,0.03357196,0.0005188045,0.00003432453,0.00007878319,0.001167392,3.334402e-8,0.00005852588,0.0001322761,0.9447299,0.0194322],"study_design_scores_gemma":[0.0004943574,0.00008178988,0.02423201,0.003755028,0.00006067031,0.00001662595,0.0007830259,0.00001132385,0.00002863635,0.0001965112,0.9699301,0.0004099768],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.007162007,0.2281797,0.004634077,0.007980092,0.7468908,0.003078992,0.0000964528,0.0003374963,0.001640311],"genre_scores_gemma":[0.008363104,0.1583551,0.006564629,0.003151875,0.8133387,0.001386519,0.007807807,0.0002970057,0.0007352437],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.06982461,"threshold_uncertainty_score":0.9998058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03814061835614858,"score_gpt":0.3642794619664951,"score_spread":0.3261388436103466,"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."}}