{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003081351,0.0002360563,0.0002959749,0.002395077,0.001865191,0.002370617,0.0006175313,0.0006885398,0.002510158],"category_scores_gemma":[0.01956226,0.0002440775,0.0005562762,0.002024934,0.001703088,0.001803545,0.001627928,0.001114355,0.0003294808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001047719,"about_ca_system_score_gemma":0.0008200497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007453782,"about_ca_topic_score_gemma":0.006519994,"domain_scores_codex":[0.9975635,0.001312216,0.0002345639,0.0001404326,0.0003444139,0.0004049961],"domain_scores_gemma":[0.9683358,0.01493989,0.008445635,0.001261728,0.002283212,0.004733713],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008716794,0.000349254,0.9829903,0.00001158227,0.00005843523,0.0001617389,0.01173818,0.00003483711,0.00011085,0.0002253561,0.00008090785,0.004151389],"study_design_scores_gemma":[0.000006387485,0.0002495414,0.9713488,0.00001109145,0.00002581133,0.0002502007,0.02716872,0.0001307667,0.00005013692,0.000114685,0.0006305397,0.00001337222],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983558,0.00005024214,0.00002171583,0.00007320122,0.000003911352,0.000005521565,0.00002622101,5.063431e-7,0.0014628],"genre_scores_gemma":[0.9996597,0.00004593281,0.00001731207,0.00002068992,0.000008574118,0.000005777058,0.00002415013,8.459019e-7,0.0002170057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9969187,"threshold_uncertainty_score":0.01629591,"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."}}