{"id":"W4241623916","doi":"10.1007/978-0-387-39940-9_2817","title":"Image Standards","year":2009,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Database Systems","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Image (mathematics); Computer science; Computer vision; Artificial intelligence","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005122904,0.0003311256,0.0008396829,0.0001828216,0.00004074747,0.00001366469,0.0002213276,0.0002448371,0.0007506066],"category_scores_gemma":[0.0001529183,0.0002820578,0.0001854932,0.00004786302,0.0001776049,0.00007172405,0.00009063037,0.0005322623,0.000100593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001161503,"about_ca_system_score_gemma":0.0004645104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006872238,"about_ca_topic_score_gemma":0.000001822362,"domain_scores_codex":[0.9975654,0.00001549162,0.0007576002,0.00043472,0.00100081,0.0002259837],"domain_scores_gemma":[0.9976091,0.00006325455,0.0003832262,0.001258355,0.0003926474,0.0002934184],"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":[0.00003435088,0.00008467697,0.00001020043,0.001375136,0.00009159022,0.0001689167,0.00002610656,5.425064e-8,0.0007666681,0.05916803,0.9271133,0.01116095],"study_design_scores_gemma":[0.0003482194,0.0001285676,0.000006672212,0.00246374,0.0002624694,0.00009819599,0.000007978194,0.00006520967,0.00006241337,0.0004162762,0.9959026,0.0002376318],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001324904,0.00227016,0.003268556,0.0007255833,0.0002417247,0.001163109,0.004374698,0.0002230246,0.9877199],"genre_scores_gemma":[0.0002620552,0.01472886,0.03539111,0.0002483483,0.00164291,0.00008825367,0.003976174,0.0001422775,0.94352],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0687893,"threshold_uncertainty_score":0.9999632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01778811096820991,"score_gpt":0.30539511981463,"score_spread":0.28760700884642,"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."}}