{"id":"W2888844364","doi":"10.1093/ibd/izy259","title":"Selection of Quality Indicators in IBD: Integrating Physician and Patient Perspectives","year":2018,"lang":"en","type":"article","venue":"Inflammatory Bowel Diseases","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; University of Manitoba; University of Toronto; Dalhousie University; University of British Columbia; Crohn's and Colitis Canada; University of Alberta; McGill University Health Centre","funders":"Crohn's and Colitis Canada; McGill University Health Centre","keywords":"Quality (philosophy); Selection (genetic algorithm); Medicine; Family medicine; Intensive care medicine; Computer science; Machine learning","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001371933,0.0002102733,0.0001751194,0.0002255669,0.0001002516,0.00002235141,0.0001276834,0.0001050888,0.00002747858],"category_scores_gemma":[0.0002689117,0.0002121891,0.00009417455,0.0001853869,0.0004411344,0.00002180432,0.0001113921,0.00008882124,0.000005732086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004271152,"about_ca_system_score_gemma":0.0001730441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001700458,"about_ca_topic_score_gemma":0.0001546776,"domain_scores_codex":[0.9985188,0.0002052703,0.0004137235,0.0004172458,0.0001962743,0.0002486917],"domain_scores_gemma":[0.9991568,0.00001954992,0.0002442068,0.0002730509,0.0001576471,0.0001487777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00071778,0.0002644607,0.9339873,0.0001316846,0.00007242034,0.00002206318,0.001712648,0.00001330952,0.05534965,0.002007652,0.0002449935,0.005476005],"study_design_scores_gemma":[0.0005081943,0.0001556349,0.9796689,0.00005708475,0.00002107454,0.000001385385,0.002883445,0.00005705027,0.01569844,0.0001988125,0.0004951563,0.0002548275],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982283,0.0003358166,0.0000231732,0.00002104715,0.00007070399,0.0002707136,0.00005395011,0.0000280188,0.0009683067],"genre_scores_gemma":[0.9994271,0.00002723719,0.000096006,0.0001460822,0.0001925525,0.00004539519,0.00002135513,0.00002555922,0.00001868551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04568156,"threshold_uncertainty_score":0.865282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00576260176601003,"score_gpt":0.2535823543754372,"score_spread":0.2478197526094272,"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."}}