{"id":"W4386736885","doi":"10.1126/science.adj9724","title":"Protection from inflammatory bowel disease","year":2023,"lang":"en","type":"article","venue":"Science","topic":"Immune Cell Function and Interaction","field":"Immunology and Microbiology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"","keywords":"Inflammatory bowel disease; Disease; Inflammatory Bowel Diseases; Inflammation; Immunology; Medicine; 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":[0.0004370412,0.0003755524,0.0004930992,0.0002810795,0.0001442152,0.0004192882,0.0001994393,0.0006234186,0.003517448],"category_scores_gemma":[0.0004488399,0.00008567423,0.000283793,0.0001419327,0.0004033096,0.000318475,0.0003403093,0.001439301,0.0006876444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001329047,"about_ca_system_score_gemma":0.0002057889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000977333,"about_ca_topic_score_gemma":0.0001357967,"domain_scores_codex":[0.9997856,0.00007854653,0.00001077074,0.00002106316,0.00002551645,0.00007852714],"domain_scores_gemma":[0.9997912,0.00002816594,0.00004332228,0.00003114333,0.00002304584,0.00008323103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.006894997,0.00133319,0.006868146,0.002386693,0.0001584694,0.001080825,0.0002091289,0.0004102687,0.6492614,0.00674732,0.01004252,0.3146071],"study_design_scores_gemma":[0.004555241,0.05663085,0.2031291,0.002627509,0.0006513993,0.008613642,0.000977281,0.002338374,0.306394,0.02301352,0.3909839,0.00008532179],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7781718,0.1752444,0.005397274,0.01313128,0.002679511,0.0001185152,0.000698313,0.0005290199,0.0240298],"genre_scores_gemma":[0.9647233,0.02755177,0.001187452,0.00158036,0.0008470514,0.00005924404,0.0002894129,0.00002216108,0.003739197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003517448,"threshold_uncertainty_score":0.01176703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01367959246182583,"score_gpt":0.2344943657665625,"score_spread":0.2208147733047367,"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."}}