{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007436052,0.000184161,0.0003754287,0.0008632039,0.0008351849,0.002092614,0.0004903692,0.0006263219,0.004451906],"category_scores_gemma":[0.07596957,0.0001736046,0.0005040038,0.0008102263,0.000857291,0.001290326,0.0009715586,0.001201803,0.0003115037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007612561,"about_ca_system_score_gemma":0.001139548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002282219,"about_ca_topic_score_gemma":0.006089692,"domain_scores_codex":[0.9872181,0.008579711,0.0009932396,0.0004323772,0.00197164,0.0008049953],"domain_scores_gemma":[0.8924672,0.07760844,0.01495313,0.001473242,0.005657026,0.007840987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008254554,0.0002721013,0.9331024,0.0001895454,0.0002899336,0.0008352998,0.002003409,0.0003397577,0.0002074993,0.0002762685,0.002701815,0.05895649],"study_design_scores_gemma":[0.00006780964,0.0007012784,0.9778008,0.0006233304,0.0002416095,0.003080583,0.006989833,0.00176636,0.0002525238,0.001266728,0.007116413,0.00009274438],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9714555,0.006042731,0.0005639479,0.005803118,0.000226945,0.0000428286,0.0002120811,0.00001523772,0.01563766],"genre_scores_gemma":[0.9984261,0.0007099294,0.0001645689,0.0003606423,0.000101835,0.000004704539,0.00005055724,0.000004929035,0.0001767617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007436052,"threshold_uncertainty_score":0.03932607,"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."}}