{"id":"W2036268683","doi":"10.1016/j.jvir.2013.03.033","title":"A Study of Inventiveness among Society of Interventional Radiology Members and the Impact of Their Social Networks","year":2013,"lang":"en","type":"article","venue":"Journal of Vascular and Interventional Radiology","topic":"Radiology practices and education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Toronto Western Hospital","funders":"Society of Interventional Radiology Foundation","keywords":"Mentorship; Directory; Creativity; Intellectual property; Key (lock); Medicine; Trademark; Public relations; Medical education; Law; Political science; Computer science","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":[0.001890499,0.0001361167,0.000867461,0.0001298255,0.00006153637,0.000006444222,0.0001269321,0.0001555897,0.0002764625],"category_scores_gemma":[0.0001367598,0.00007856186,0.001294697,0.0001074824,0.0009627871,0.0001791923,0.0000587271,0.0003363634,1.360229e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000044686,"about_ca_system_score_gemma":0.00008291236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004681027,"about_ca_topic_score_gemma":0.0000108612,"domain_scores_codex":[0.9978376,0.0007501587,0.0009925162,0.0001339381,0.0001455333,0.0001402419],"domain_scores_gemma":[0.9976508,0.0004097912,0.001334555,0.0001058548,0.0004350967,0.00006387383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00264035,0.003355583,0.9547796,0.0003271371,0.01739462,0.000004790263,0.008225663,0.0008200302,0.0009706235,0.001705777,0.00679954,0.002976252],"study_design_scores_gemma":[0.006745831,0.004321424,0.9783282,0.0001470098,0.000524254,0.0009683049,0.005486589,0.002255249,0.00002468123,0.001108377,0.00002779694,0.00006232583],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937775,0.004369806,0.0009509269,0.0003551658,0.0001937991,0.0003085792,0.0000048116,0.00000151324,0.00003793776],"genre_scores_gemma":[0.99909,0.0005165925,0.0001088929,0.00002214209,0.0002074619,0.00001491119,0.00001038117,0.000008218303,0.00002144117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02354852,"threshold_uncertainty_score":0.3547429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02800493664489232,"score_gpt":0.3358214208454596,"score_spread":0.3078164842005672,"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."}}