{"id":"W4224234663","doi":"10.1016/j.clinre.2022.101925","title":"Comparison of screening strategies with two new tests to score and diagnose varices needing treatment","year":2022,"lang":"en","type":"article","venue":"Clinics and Research in Hepatology and Gastroenterology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Université de Paris; Consejería de Salud y Familias, Junta de Andalucía; Chinese University of Hong Kong; Agence Nationale de Recherches sur le Sida et les Hépatites Virales; Newcastle upon Tyne Hospitals NHS Foundation Trust; Università degli Studi di Firenze; Institut National de la Santé et de la Recherche Médicale; Newcastle University; Università degli Studi di Torino; McGill University","keywords":"Medicine; Population; Internal medicine; Varices; Gastroenterology; Cirrhosis","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.00648556,0.001400953,0.001588032,0.001945286,0.0003645973,0.001065095,0.001082031,0.001414231,0.002365747],"category_scores_gemma":[0.02191173,0.0003590295,0.001806681,0.0007568356,0.0006072651,0.001504326,0.0008683864,0.001027312,0.0004187318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001018717,"about_ca_system_score_gemma":0.001136347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004626364,"about_ca_topic_score_gemma":0.0048993,"domain_scores_codex":[0.9952998,0.002545899,0.0003565988,0.0006089889,0.0008552533,0.000333525],"domain_scores_gemma":[0.9809098,0.01522059,0.0009616312,0.0006754013,0.001421148,0.0008114289],"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":[0.1016714,0.006833909,0.4313048,0.001515547,0.005338226,0.0003889172,0.000987399,0.007393842,0.004450828,0.00143271,0.003477834,0.4352046],"study_design_scores_gemma":[0.01102543,0.07190266,0.817075,0.0007758221,0.007240325,0.002549622,0.001543874,0.06989554,0.008132286,0.00293816,0.006632285,0.0002891282],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753924,0.007749652,0.008333454,0.001765299,0.0004385014,0.0005164861,0.0007656909,0.0001280191,0.004910468],"genre_scores_gemma":[0.9869113,0.001763536,0.008528696,0.0005928004,0.0001390153,0.0002399316,0.0008212346,0.00003068519,0.0009727193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00648556,"threshold_uncertainty_score":0.03429937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1523190087726128,"score_gpt":0.4653820889326996,"score_spread":0.3130630801600868,"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."}}