{"id":"W2905420451","doi":"10.1016/j.gie.2018.08.017","title":"Artificial intelligence and capsule endoscopy: Is the truly “smart” capsule nearly here?","year":2018,"lang":"en","type":"letter","venue":"Gastrointestinal Endoscopy","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Capsule endoscopy; Medicine; Enteroscopy; Capsule; Double-balloon enteroscopy; Obscure gastrointestinal bleeding; Occult; General surgery; Radiology; Endoscopy; Pathology","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":[0.007773188,0.0007060415,0.001369426,0.001622456,0.001065852,0.007329159,0.001139761,0.006434678,0.005170409],"category_scores_gemma":[0.01351211,0.0003685383,0.0007124382,0.001326606,0.01188826,0.01580287,0.002779035,0.01123099,0.002827001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001817064,"about_ca_system_score_gemma":0.001962679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001855213,"about_ca_topic_score_gemma":0.001650769,"domain_scores_codex":[0.9966655,0.001593941,0.0002163147,0.0003122033,0.0009621576,0.0002497822],"domain_scores_gemma":[0.9888488,0.007217667,0.0005875809,0.0006810635,0.001681355,0.0009835812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002839214,0.0001128666,0.002637214,0.001692672,0.0001472264,0.0005416526,0.001126326,0.0006088154,0.0008536234,0.2702964,0.2814148,0.4402845],"study_design_scores_gemma":[0.00004364418,0.0002358716,0.001776122,0.002554073,0.00004069688,0.001983361,0.001595338,0.0009778136,0.000843248,0.2631413,0.7266624,0.0001461286],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001456916,0.3589344,0.008652281,0.6058249,0.01200836,0.00001326619,0.00007869791,0.0001457676,0.01288556],"genre_scores_gemma":[0.08706012,0.6058435,0.01881763,0.2321469,0.04023393,0.00009597109,0.0001665732,0.0002509826,0.01538433],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.007773188,"threshold_uncertainty_score":0.04110903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04167529356449571,"score_gpt":0.2836004603325887,"score_spread":0.241925166768093,"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."}}