{"id":"W2037108172","doi":"10.1117/12.2082879","title":"Investigation into the need for ingesting foreign imaging exams into local systems and evaluation of the design challenges of Foreign Exam Management (FEM)","year":2015,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Finite element method; Computer science; Engineering; Structural engineering","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":[0.003658622,0.0002475307,0.0003994935,0.0001309821,0.0001031153,0.00006048081,0.0004928923,0.0001023373,8.985012e-7],"category_scores_gemma":[0.001351608,0.0001632859,0.0002717889,0.0003079107,0.000397878,0.0004629281,0.0001551728,0.0001895326,1.347034e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002568369,"about_ca_system_score_gemma":0.00009052736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000041776,"about_ca_topic_score_gemma":2.169095e-7,"domain_scores_codex":[0.9975161,2.770261e-7,0.0007929504,0.0003120495,0.00112961,0.0002489997],"domain_scores_gemma":[0.9962857,0.0002874497,0.0006761272,0.00009586546,0.002548723,0.0001061654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002824024,0.00009885332,0.003012382,0.00325796,0.0009874314,6.779423e-8,0.006005398,0.003922421,0.1445687,0.8188735,0.001094889,0.01789604],"study_design_scores_gemma":[0.003252768,0.0003914235,0.002886729,0.001479146,0.001003496,0.00002338433,0.04203613,0.8051298,0.122177,0.02113978,0.0002250415,0.0002553181],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905542,0.001260674,0.001102896,0.003102884,0.0001480248,0.00211216,0.000004256905,0.00003249986,0.001682388],"genre_scores_gemma":[0.9584008,0.0001241191,0.04076345,0.00007410008,0.0002130033,0.0003514965,0.00000448861,0.00004281464,0.00002566177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8012073,"threshold_uncertainty_score":0.6658606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04773543650094057,"score_gpt":0.2664444447738268,"score_spread":0.2187090082728863,"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."}}