{"id":"W4323353265","doi":"10.1093/jcag/gwac036.285","title":"A285 CHANGE IN ALT DURING MODIFIED OPTIFAST WEIGHT LOSS PROGRAM IN INDIVIDUALS AT RISK FOR NON-ALCOHOLIC FATTY LIVER DISEASE","year":2023,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Fatty liver; Weight loss; Internal medicine; Gastroenterology; Liver disease; Obesity; Metabolic syndrome; Cohort; Endocrinology; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000280971,0.0002241003,0.0003145861,0.0003354604,0.0005400247,0.0003213648,0.000270999,0.0002112926,0.00119382],"category_scores_gemma":[0.0006269786,0.00011862,0.0004386408,0.0004803654,0.0001296944,0.0001589452,0.0002786474,0.0002503934,0.0001366966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001654183,"about_ca_system_score_gemma":0.001591979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1073639,"about_ca_topic_score_gemma":0.1911062,"domain_scores_codex":[0.999781,0.00003562625,0.00001784066,0.00004367252,0.00004915382,0.00007274628],"domain_scores_gemma":[0.999529,0.00002139719,0.0001827469,0.00001463898,0.00008165739,0.0001706157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002978645,0.0009060407,0.9870461,0.00006178283,0.00007191377,0.00009906039,0.0001302478,0.00005114426,0.0007728462,0.000008049886,0.0003071616,0.007567042],"study_design_scores_gemma":[0.00007311038,0.000758281,0.9987118,0.000005891525,0.00003211041,0.00003323327,0.00005754589,0.00008392121,0.00007033652,0.000002988933,0.000168238,0.000002581762],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991947,0.0001015401,0.00002316806,0.00002590106,0.000004145319,0.00004583563,0.0002689433,0.00000323643,0.000332551],"genre_scores_gemma":[0.9989864,0.00006448894,0.00009894044,0.00002864579,0.000005090626,0.00004324251,0.0003182183,8.344032e-7,0.0004540273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1073639,"threshold_uncertainty_score":0.213478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02022942452314096,"score_gpt":0.2716604498329609,"score_spread":0.2514310253098199,"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."}}