{"id":"W4223904375","doi":"10.5217/ir.2022.00006","title":"The impact of clinical experience on decision-making regarding the treatment and management of mild-to-moderate ulcerative colitis","year":2022,"lang":"en","type":"article","venue":"Intestinal Research","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"Ferring Pharmaceuticals; Wellcome Trust","keywords":"Medicine; Ulcerative colitis; Inflammatory bowel disease; Empowerment; Internal medicine; Disease; Clinical decision making; Physical therapy; Family medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001662313,0.00008233828,0.0001049873,0.00003992224,0.0004485934,0.00002914434,0.0003013767,0.00001799501,0.00002135645],"category_scores_gemma":[0.0007526558,0.00004615008,0.0001003106,0.0001285367,0.0002849134,0.000002079736,0.0004224949,0.0001408055,0.000001742381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007541222,"about_ca_system_score_gemma":0.0001445773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004374093,"about_ca_topic_score_gemma":0.00002940594,"domain_scores_codex":[0.9983149,0.0005679586,0.0002734921,0.0002501192,0.000367236,0.0002263156],"domain_scores_gemma":[0.9984557,0.0008025286,0.0000702741,0.0003744983,0.0002230043,0.00007399115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.15008,0.002221599,0.1740354,0.0001355018,0.001616976,0.00137546,0.007445164,0.0163831,0.02232804,0.008661991,0.009106232,0.6066105],"study_design_scores_gemma":[0.001452264,0.007566557,0.9703387,0.0002739236,0.00001961734,0.00003217847,0.005232926,0.002264057,0.008714563,0.001153602,0.002773318,0.0001783167],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979811,0.0000896776,0.00009171361,0.00006707371,0.0000292706,0.0004563285,0.00001929151,0.000001766967,0.001263813],"genre_scores_gemma":[0.9990901,0.0001761435,0.0002749053,0.00001812156,0.00003581503,0.0002128706,0.000001794197,0.000008490124,0.0001817315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7963033,"threshold_uncertainty_score":0.3450263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09516404474899612,"score_gpt":0.4829383403389735,"score_spread":0.3877742955899774,"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."}}