{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01752198,0.0002904288,0.000344463,0.001566236,0.001555025,0.004120419,0.00125235,0.0009509433,0.003504173],"category_scores_gemma":[0.06794509,0.0004362256,0.0003842041,0.001050419,0.001314301,0.004401417,0.001968915,0.0008702385,0.0007147681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00271046,"about_ca_system_score_gemma":0.004267446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00463152,"about_ca_topic_score_gemma":0.009181518,"domain_scores_codex":[0.9894626,0.005243466,0.0008095409,0.0009024133,0.002641479,0.0009406389],"domain_scores_gemma":[0.9259141,0.04190245,0.009888059,0.00413245,0.01446491,0.003698025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001633102,0.002203339,0.4692625,0.002399889,0.00008560794,0.003116701,0.06158066,0.006150302,0.03428851,0.01125595,0.008656756,0.3993667],"study_design_scores_gemma":[0.0002454839,0.01000836,0.5887738,0.001481017,0.000248075,0.009716038,0.181736,0.05619537,0.04814224,0.005152791,0.09787602,0.0004247386],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9700215,0.0002647056,0.01505505,0.002671691,0.00003774356,0.0004691182,0.0001084244,0.0004237699,0.01094803],"genre_scores_gemma":[0.9606158,0.0003167446,0.03517704,0.0004740809,0.0000236099,0.0002227512,0.0001148255,0.00007671677,0.00297846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01752198,"threshold_uncertainty_score":0.09266621,"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."}}