{"id":"W4412652571","doi":"10.1007/978-3-031-78916-8_60","title":"How to Run a Successful Emergency Radiology Division","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Radiology practices and education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Division (mathematics); Medicine; Medical emergency; Medical physics; Arithmetic; Mathematics","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":[0.0008429728,0.0005434738,0.0002035735,0.0003653726,0.002597953,0.004851371,0.0007420951,0.00203132,0.08380912],"category_scores_gemma":[0.001420283,0.0003435465,0.0002693148,0.0003217634,0.0007459896,0.002964401,0.002154795,0.003376389,0.06356824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001405111,"about_ca_system_score_gemma":0.004881446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004024477,"about_ca_topic_score_gemma":0.02148276,"domain_scores_codex":[0.9995636,0.0001006822,0.00001188766,0.00003225693,0.0002036616,0.00008784078],"domain_scores_gemma":[0.9991178,0.0001539627,0.00002822374,0.00003436639,0.0002298015,0.0004359432],"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":[0.000004598339,0.00005611666,0.0002599001,0.00004766262,0.000001845243,0.0001889786,0.0002740779,0.0003728504,0.000166075,0.03035977,0.880401,0.08786727],"study_design_scores_gemma":[0.000003076586,0.00001283821,0.000375591,0.000151263,0.000001588425,0.0002851623,0.0005550294,0.0002139536,0.0000833739,0.009714055,0.9885972,0.000006898252],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000943889,0.002108407,0.006760477,0.01719751,0.004668125,0.00007304122,0.00008936157,0.0004888452,0.9676705],"genre_scores_gemma":[0.00588375,0.001806556,0.01187912,0.00544707,0.0004891698,0.00005488527,0.0001184342,0.0002692394,0.9740518],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08380912,"threshold_uncertainty_score":0.2803695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02587435149136644,"score_gpt":0.3159579510014623,"score_spread":0.2900835995100959,"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."}}