{"id":"W1973330233","doi":"10.1097/01.rvi.0000141334.56973.91","title":"The Future Interventional Radiologist: Clinician or Hired Gun?","year":2004,"lang":"en","type":"article","venue":"Journal of Vascular and Interventional Radiology","topic":"Radiology practices and education","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakeridge Health; University of Toronto","funders":"","keywords":"Medicine; Interventional radiology; Radiology; Medical physics","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":[0.001844414,0.0001427438,0.0004302291,0.000133732,0.0002068611,0.00003100787,0.0001815554,0.000188767,0.0002720142],"category_scores_gemma":[0.0006873208,0.00007825276,0.0007839989,0.0001003411,0.0003356189,0.0001870533,0.00003487882,0.0005261518,0.00001094883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001264454,"about_ca_system_score_gemma":0.0002680275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001006176,"about_ca_topic_score_gemma":0.00003513896,"domain_scores_codex":[0.9982493,0.0002718279,0.0008835328,0.0001785949,0.0001986976,0.0002180402],"domain_scores_gemma":[0.9985346,0.0002786356,0.0006162547,0.0001714743,0.0002537728,0.0001452359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.03313014,0.009749406,0.1661753,0.0009145654,0.02618374,0.002128821,0.002224128,0.0008633751,0.002525179,0.2993418,0.1888006,0.267963],"study_design_scores_gemma":[0.008682788,0.01089657,0.4997259,0.0004300172,0.0007591198,0.0431785,0.001664904,0.00006441592,0.00004947553,0.01612662,0.4181903,0.00023146],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9133765,0.04368583,0.004324558,0.03381355,0.004215545,0.0002447313,0.000006223922,0.00001425044,0.0003188636],"genre_scores_gemma":[0.9870331,0.006387245,0.002058045,0.0007014005,0.003154481,0.000008988999,0.00002972402,0.00001506543,0.0006119214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3335506,"threshold_uncertainty_score":0.3191055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0319494487283746,"score_gpt":0.3620182038158815,"score_spread":0.3300687550875069,"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."}}