{"id":"W3126315721","doi":"10.1002/hep4.1663","title":"Collaboration Is Needed to Translate Pharmacology Data Into Better Health Outcomes in Chronic Liver Disease","year":2021,"lang":"en","type":"letter","venue":"Hepatology Communications","topic":"Drug-Induced Hepatotoxicity and Protection","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Innovation, Investment and Research Office","keywords":"Medicine; Clinical pharmacology; Informatics; Pharmacology; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001062697,0.0007125014,0.001295712,0.0008276519,0.001027171,0.00008081312,0.003581336,0.002171289,0.001455378],"category_scores_gemma":[0.000147076,0.0008281023,0.0002001284,0.001235803,0.0005322644,0.0004177046,0.00153206,0.007487139,0.0006650393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00144182,"about_ca_system_score_gemma":0.003187648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00295239,"about_ca_topic_score_gemma":0.01651107,"domain_scores_codex":[0.9897988,0.00623332,0.00132653,0.001288146,0.0002905736,0.001062577],"domain_scores_gemma":[0.9934034,0.0012891,0.0005388182,0.004051261,0.0002771432,0.0004403021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001063926,0.0004628188,0.00347393,0.0004443051,0.0005205118,0.0003041321,0.004048779,0.00005524679,0.0009758079,0.00009011346,0.9783159,0.01120205],"study_design_scores_gemma":[0.001439905,0.00009979881,0.0004185329,0.00008072501,0.0003486793,0.00002310833,0.0001097236,0.0115545,0.0006023549,0.0004294184,0.9842051,0.0006882154],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01403802,0.01043746,0.0002767973,0.9677382,0.002426001,0.002841851,0.001690281,0.0002030717,0.0003483199],"genre_scores_gemma":[0.06862014,0.009570311,0.001365369,0.9080719,0.0009352377,0.001434815,0.009151936,0.0001129858,0.0007373009],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05966629,"threshold_uncertainty_score":0.9994574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2817063238075705,"score_gpt":0.5055172958126591,"score_spread":0.2238109720050886,"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."}}