{"id":"W2467932424","doi":"","title":"Protecting the future: attracting interventional radiology trainees--a medical student's perspective.","year":2006,"lang":"en","type":"article","venue":"PubMed","topic":"Radiology practices and education","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Perspective (graphical); Interventional radiology; Radiology; Medical physics; Medical education","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":[0.002393679,0.0001104922,0.0001851988,0.00006723474,0.0002870189,0.00002803987,0.0001446005,0.0001411952,0.0002076078],"category_scores_gemma":[0.001340125,0.00007238051,0.0001295834,0.0001543281,0.0001227462,0.0001190396,0.00002784643,0.0008523163,0.00001250139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001820185,"about_ca_system_score_gemma":0.00008331963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001415258,"about_ca_topic_score_gemma":0.00005182302,"domain_scores_codex":[0.9984978,0.0003273957,0.0002856102,0.0002548146,0.0002953724,0.0003390248],"domain_scores_gemma":[0.9990164,0.0004468981,0.0001689956,0.0001730193,0.0000938968,0.0001007702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007191063,0.002715079,0.4130602,0.0001309766,0.001053582,0.0002472495,0.005109041,0.00004315812,0.0002274966,0.02279668,0.02543879,0.5284587],"study_design_scores_gemma":[0.0007755259,0.00005967885,0.9743744,0.00001065679,0.00008201432,0.001861017,0.008285147,0.0000579004,0.00002767997,0.0004990104,0.01388616,0.00008081261],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8988014,0.002036827,0.0002887342,0.08668319,0.001473331,0.001092835,9.349553e-7,0.00007629488,0.00954643],"genre_scores_gemma":[0.9921423,0.00002436451,0.0001188995,0.0005609993,0.005162651,0.0009317839,0.00001247892,0.00001423514,0.001032325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5613142,"threshold_uncertainty_score":0.3702938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0284835095237833,"score_gpt":0.3350438772851791,"score_spread":0.3065603677613958,"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."}}