{"id":"W4366451381","doi":"10.5217/ir.2023.00020","title":"Artificial intelligence in inflammatory bowel disease: implications for clinical practice and future directions","year":2023,"lang":"en","type":"review","venue":"Intestinal Research","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Calgary","funders":"Bristol-Myers Squibb","keywords":"Medicine; Inflammatory bowel disease; Inflammatory Bowel Diseases; Clinical Practice; Disease; Intensive care medicine; Internal medicine; Physical therapy","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":[0.002598621,0.0007549252,0.001839849,0.002124737,0.000400076,0.002278651,0.001102174,0.002655021,0.004588385],"category_scores_gemma":[0.004040172,0.0003030739,0.0008873331,0.002334191,0.001407706,0.002961526,0.001123674,0.004229404,0.00180927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001430477,"about_ca_system_score_gemma":0.003167392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001328098,"about_ca_topic_score_gemma":0.00235085,"domain_scores_codex":[0.9992965,0.0002456269,0.0001152779,0.00007685054,0.00020914,0.00005651271],"domain_scores_gemma":[0.9966115,0.002398856,0.0002036376,0.00006021687,0.0005591904,0.000166487],"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":[0.00009447598,0.00008040977,0.0002054924,0.02367273,0.000120157,0.0002010911,0.0001597255,0.000544897,0.0003562703,0.01725675,0.04555999,0.9117481],"study_design_scores_gemma":[0.0000414094,0.0001402078,0.0008670306,0.02076628,0.0001267981,0.001082645,0.0002166137,0.0002466059,0.0001271277,0.01966749,0.9566762,0.00004150785],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003658214,0.996944,0.0001225282,0.001983356,0.0003244522,0.000003601012,0.000007635596,0.000006062993,0.0005717854],"genre_scores_gemma":[0.0004451237,0.9979246,0.0002669517,0.0007805874,0.000367108,0.000009201437,0.000009876003,0.000001583866,0.0001950538],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004588385,"threshold_uncertainty_score":0.01534969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2136686106579808,"score_gpt":0.5286232616475535,"score_spread":0.3149546509895726,"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."}}