{"id":"W6908832989","doi":"10.3205/20dgnc139","title":"Accuracy and efficiency of 3D-fluoroscopy (XT) versus computed tomography (CT) based deep brain stimulation (DBS) surgery","year":2020,"lang":"en","type":"article","venue":"German Medical Science (German Research Foundation)","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Deep brain stimulation; Computed tomography; Fluoroscopy; Radiation dose; Tomography; Radiation exposure; Medical imaging","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":[0.002210982,0.0001825323,0.0003806906,0.0004743472,0.0005260269,0.0001054153,0.0003716429,0.00007587257,0.001112467],"category_scores_gemma":[0.006622571,0.0001432942,0.00009336803,0.002866697,0.00241986,0.0003788101,0.0002202305,0.0004731977,0.00009289013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006692736,"about_ca_system_score_gemma":0.0009098585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004161686,"about_ca_topic_score_gemma":0.000007780769,"domain_scores_codex":[0.9947032,0.0003040977,0.0004859669,0.0006881205,0.003131785,0.0006867991],"domain_scores_gemma":[0.9951264,0.002944693,0.0001288379,0.0003246655,0.0003909757,0.001084425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005247062,0.004429263,0.1934371,0.001209423,0.0002037237,0.001537536,0.002210142,0.0001873523,0.03180047,0.004636934,0.006103678,0.7489973],"study_design_scores_gemma":[0.01269024,0.004493627,0.4459621,0.0003489826,0.000100625,0.0000301867,0.0001618133,0.5231309,0.00565352,0.001996008,0.004780023,0.0006519772],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811857,0.0001195244,0.002339361,0.01495698,0.00014144,0.000651138,0.00000464397,0.0000764499,0.0005247131],"genre_scores_gemma":[0.9968333,0.00004897109,0.0005056837,0.002398253,0.00008490017,0.00001625769,0.00009260266,0.0000125737,0.000007428464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7483453,"threshold_uncertainty_score":0.9998006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08580601680006593,"score_gpt":0.4181211502129452,"score_spread":0.3323151334128793,"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."}}