{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02462133,0.0009703795,0.002711644,0.0017956,0.002291244,0.007058236,0.004775573,0.02409194,0.00922856],"category_scores_gemma":[0.1679398,0.000879439,0.003200828,0.001730684,0.003473362,0.009245762,0.002735758,0.03744036,0.005491764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003594268,"about_ca_system_score_gemma":0.008815229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004225994,"about_ca_topic_score_gemma":0.005747761,"domain_scores_codex":[0.9831184,0.007246771,0.0034306,0.001497229,0.003738089,0.0009689454],"domain_scores_gemma":[0.8032295,0.1207402,0.01128354,0.004555063,0.05160208,0.008589603],"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":[0.0000415936,0.00001741914,0.0002678371,0.0003698657,0.00004818881,0.0001421159,0.0001330409,0.00004139242,0.00002279048,0.0007139196,0.9856861,0.01251581],"study_design_scores_gemma":[0.0001542953,0.00006274209,0.001230514,0.002954662,0.000163372,0.000890233,0.0005833353,0.0004427264,0.0002017143,0.005888588,0.9872997,0.0001281291],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0001010021,0.004341277,0.0001591343,0.9198527,0.07519543,0.00000660294,0.00006458838,0.00004094292,0.0002382748],"genre_scores_gemma":[0.00227101,0.009227239,0.0007264938,0.6913279,0.2948442,0.00003778681,0.00006456099,0.00007802961,0.001422743],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.02462133,"threshold_uncertainty_score":0.1302115,"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."}}