{"id":"W4387933809","doi":"10.1016/j.jcjd.2023.10.286","title":"COMPARISON OF THE EFFECTS OF SEMAGLUTIDE ON LIVER HISTOLOGY IN PATIENTS WITH NON-ALCOHOLICS STEATOHEPATITIS CIRRHOSIS BETWEEN MACHINE LEARNING MODEL ASSESSMENT AND PATHOLOGIST EVALUATION","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Steatohepatitis; Cirrhosis; Placebo; Gastroenterology; Internal medicine; Histology; Fatty liver; Liver biopsy; Semaglutide; Biopsy; Pathology; Diabetes mellitus; Type 2 diabetes; Endocrinology; Disease; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001584063,0.0003646017,0.0008767115,0.0002663836,0.0001576443,0.0004745586,0.0001712901,0.0004136734,0.0007333566],"category_scores_gemma":[0.004050233,0.0001233102,0.0008083042,0.0002077083,0.0002278653,0.0006910132,0.0002846742,0.0006832829,0.0001305448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003928491,"about_ca_system_score_gemma":0.0002681935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00135029,"about_ca_topic_score_gemma":0.002998762,"domain_scores_codex":[0.9993491,0.0003483381,0.00006636813,0.0000897187,0.00009209858,0.00005447966],"domain_scores_gemma":[0.9972034,0.001736528,0.0003313398,0.0001181799,0.0002781187,0.0003324939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.2785828,0.002394224,0.6366727,0.0001960717,0.002642063,0.0002941464,0.0002239055,0.003481466,0.004718468,0.00009261737,0.0006429353,0.07005869],"study_design_scores_gemma":[0.00195988,0.03784176,0.9435952,0.00003659484,0.001432174,0.0002852618,0.0002908224,0.01130252,0.002495725,0.0001498284,0.0005687562,0.00004155916],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985936,0.0006200065,0.0001009369,0.00007774065,0.00002118845,0.000008492885,0.00008020083,0.000008317672,0.0004893813],"genre_scores_gemma":[0.9994497,0.0001212889,0.0000894197,0.00003413283,0.00001511704,0.000003064049,0.0001103649,0.000002289489,0.0001746345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001584063,"threshold_uncertainty_score":0.008377433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02402160285377465,"score_gpt":0.2975254013934733,"score_spread":0.2735037985396986,"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."}}