{"id":"W4391873557","doi":"10.1093/jcag/gwad061.302","title":"A302 NON-INVASIVE BIOMARKERS PREDICTING THE PROGRESSION OF MASLD TO ADVANCED FIBROSIS: A PROSPECTIVE COHORT STUDY","year":2024,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Systemic Sclerosis and Related Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Prospective cohort study; Cohort; Internal medicine; Fibrosis","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":[0.0008430998,0.0003393061,0.0003631953,0.0008763908,0.0004919464,0.000727246,0.0003259547,0.0003669669,0.003108077],"category_scores_gemma":[0.001666435,0.0003597914,0.0005778571,0.001168116,0.0001687021,0.000435921,0.0005260497,0.0005726476,0.000716794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003333681,"about_ca_system_score_gemma":0.0004836582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005801539,"about_ca_topic_score_gemma":0.0070294,"domain_scores_codex":[0.99941,0.0001160486,0.00007647658,0.000157906,0.0001279313,0.0001115911],"domain_scores_gemma":[0.9985592,0.0002370855,0.0005178318,0.0001358697,0.0001916951,0.0003583881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001960726,0.00006646814,0.9989879,0.000007210347,0.00002689321,0.00005353283,0.00003572478,0.00001217932,0.00008023188,0.00000540584,0.00007874206,0.0004496578],"study_design_scores_gemma":[0.00001982615,0.0002425538,0.9990902,0.000007755765,0.00002466183,0.0001609171,0.000128188,0.0001290524,0.00003292877,0.000007721381,0.0001522119,0.00000402563],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985086,0.0001006186,0.00005954064,0.00001615558,0.000005414327,0.00003434144,0.0009178186,0.00000283448,0.000354736],"genre_scores_gemma":[0.9984285,0.00007654719,0.0001012903,0.00002358902,0.000009315214,0.00003881317,0.001013244,0.000002435861,0.0003061932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005801539,"threshold_uncertainty_score":0.01153553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005616884720541714,"score_gpt":0.2504287716902991,"score_spread":0.2448118869697574,"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."}}