{"id":"W1576743273","doi":"10.1109/iscas.2015.7168749","title":"Adaptive illumination in wireless capsule endoscopy system","year":2015,"lang":"en","type":"article","venue":"","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Brightness; Computer vision; Artificial intelligence; Computer science; Capsule endoscopy; Frame rate; Light-emitting diode; Wireless; Light source; Image quality; Frame (networking); Image (mathematics); Optics; Physics; Radiology","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":[0.0001566848,0.0002439721,0.0002699989,0.0002331165,0.0001978359,0.0003601728,0.0005439685,0.0003865595,0.001225565],"category_scores_gemma":[0.0003515894,0.0001231024,0.0002276221,0.0002608698,0.0001679654,0.0004614754,0.000343291,0.000250073,0.0005329728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002615325,"about_ca_system_score_gemma":0.0001801494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006502049,"about_ca_topic_score_gemma":0.0004533404,"domain_scores_codex":[0.9997783,0.00004142256,0.00001201323,0.00006505197,0.00007833583,0.00002491651],"domain_scores_gemma":[0.9998626,0.00003230128,0.00002541265,0.00001429957,0.00005531673,0.00001014672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000464604,0.0001290839,0.004741872,0.0003323497,0.0000743583,0.0008095503,0.0002090093,0.0495037,0.3640235,0.005062178,0.00592428,0.5687255],"study_design_scores_gemma":[0.00006402751,0.0005950751,0.005771625,0.00004616181,0.0000926768,0.001966793,0.00006317905,0.7943467,0.1724799,0.001798801,0.02269504,0.00008016861],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05936258,0.001272965,0.9303914,0.0002418064,0.0001309055,0.00008078,0.00004023674,0.001509292,0.006970013],"genre_scores_gemma":[0.7795874,0.001507614,0.2079477,0.0002601141,0.0001280555,0.0001142006,0.0001024741,0.00007068142,0.01028168],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001225565,"threshold_uncertainty_score":0.004099905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04371657544489624,"score_gpt":0.2780557577770918,"score_spread":0.2343391823321956,"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."}}