{"id":"W3207366463","doi":"10.1016/j.cjco.2021.10.004","title":"Peripheral Interventions Radiation Exposure Reduction Using a Sensor-Based Navigation System: A Proof-of-Concept Study","year":2021,"lang":"en","type":"article","venue":"CJC Open","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute","funders":"Institut de Cardiologie de Montréal","keywords":"Fluoroscopy; Medicine; Balloon; Navigation system; Percutaneous; Radiation exposure; Balloon catheter; Radiology; Catheter; Nuclear medicine; Surgery; Computer science; Computer vision","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002694561,0.00009344807,0.0002852702,0.0000800255,0.0001161092,0.000099717,0.00007814015,0.00004192475,0.0001201146],"category_scores_gemma":[0.00007220289,0.00009451271,0.0001068723,0.0003603569,0.00002378685,0.0003714013,0.00003640706,0.0001005564,0.000003111739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002253119,"about_ca_system_score_gemma":0.0002783732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001451404,"about_ca_topic_score_gemma":0.000002432225,"domain_scores_codex":[0.9988634,0.0001921731,0.0004054181,0.0002384298,0.0001927081,0.000107848],"domain_scores_gemma":[0.9992234,0.00001314784,0.000208413,0.0002729142,0.0002256827,0.00005641233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001700744,0.01183761,0.2606898,0.006133142,0.002444379,0.00107462,0.05551678,0.06200565,0.2248457,0.0009582404,0.00299946,0.3697939],"study_design_scores_gemma":[0.02785493,0.003126858,0.07834516,0.009137633,0.002317955,0.001677333,0.1310474,0.1931237,0.5509,0.00005237873,0.001435898,0.0009808148],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904279,0.0003848414,0.006466691,0.0003287084,0.0003516486,0.001412224,0.000007619955,0.00003513928,0.0005852478],"genre_scores_gemma":[0.9972253,4.778058e-7,0.001866548,0.00003184443,0.0001738642,0.00005442717,0.000151155,0.00001759419,0.0004788205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3688131,"threshold_uncertainty_score":0.3854116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05585212332388979,"score_gpt":0.3654121286359811,"score_spread":0.3095600053120913,"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."}}