{"id":"W7095841756","doi":"","title":"Procedures: Who Is Performing Them, How Often, and Where? A Survey of Academic and Nonacademic Radiology Practices","year":2015,"lang":"en","type":"article","venue":"","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Neuroradiology; Interventional neuroradiology; Stent; Neurovascular bundle; Thrombolysis; Credentialing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001967641,0.0001209274,0.0002067788,0.00118782,0.000424374,0.0007861606,0.00043437,0.0006984058,0.001269975],"category_scores_gemma":[0.01101413,0.0002526115,0.0001828599,0.001461234,0.0005272135,0.001227661,0.00058402,0.0004483868,0.0003405923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006650212,"about_ca_system_score_gemma":0.000975185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007511598,"about_ca_topic_score_gemma":0.009478624,"domain_scores_codex":[0.9977238,0.000856447,0.0003731114,0.0002155693,0.0005201861,0.000310874],"domain_scores_gemma":[0.9845588,0.003347275,0.007958132,0.0003357037,0.001789724,0.002010294],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004767526,0.00005365762,0.9864914,0.00004368532,0.00001681656,0.0001144603,0.002722124,0.00003400731,0.0002225031,0.00003542104,0.0007335694,0.009484596],"study_design_scores_gemma":[0.000007900477,0.0001782038,0.9817383,0.00007434368,0.00001426144,0.00111275,0.01443845,0.0002498404,0.0001338115,0.00004058686,0.001998789,0.00001276501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978195,0.0004646808,0.0001181893,0.0006628464,0.000007624416,0.00001236915,0.0001484383,0.000005700787,0.0007605154],"genre_scores_gemma":[0.998508,0.000668477,0.0002064427,0.0003087372,0.00001772615,0.00001219492,0.0001057307,0.000003705706,0.0001688947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9980323,"threshold_uncertainty_score":0.01493573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09030601412407384,"score_gpt":0.3334020731420852,"score_spread":0.2430960590180113,"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."}}