{"id":"W95353066","doi":"10.1007/978-3-540-68989-8_3","title":"Today’s Radiology Student: What Every Radiology Training Program Director Needs to Know","year":2008,"lang":"en","type":"book-chapter","venue":"","topic":"Radiology practices and education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Apprehension; Wonder; Accreditation; Feeling; Need to know; Program director; Medical education; Medicine; Psychology; Public relations; Radiology; Political science; Computer science; Social psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0006281183,0.0005110949,0.0003503638,0.0005194767,0.001863969,0.004016831,0.0006218274,0.002278215,0.02993821],"category_scores_gemma":[0.001068318,0.0002756547,0.0002927615,0.0004439929,0.0009157032,0.004721317,0.001970324,0.005140579,0.01914449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001043323,"about_ca_system_score_gemma":0.003068021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00143249,"about_ca_topic_score_gemma":0.00721142,"domain_scores_codex":[0.9996449,0.00009314159,0.00001124743,0.00002892326,0.000170322,0.00005155372],"domain_scores_gemma":[0.9992757,0.0001204814,0.00002612266,0.0000245454,0.0001901134,0.0003630591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000046407,0.00007617776,0.0002683481,0.00006449314,0.000001557554,0.0000969137,0.0005640709,0.00004984281,0.0001493462,0.01143292,0.8739691,0.1133225],"study_design_scores_gemma":[0.000001692244,0.00001390155,0.0003610643,0.0001677956,0.000002017494,0.0004136026,0.001019445,0.00005146206,0.00008005124,0.004149031,0.9937337,0.000006203612],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002428185,0.03662239,0.006138462,0.1391643,0.02596573,0.00006971915,0.0001057007,0.0005174928,0.7889879],"genre_scores_gemma":[0.009029852,0.01765965,0.005708371,0.04069396,0.004129542,0.0000453875,0.00009767631,0.0001729091,0.9224626],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02993821,"threshold_uncertainty_score":0.1001532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05447460573940621,"score_gpt":0.3436963097648397,"score_spread":0.2892217040254335,"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."}}