{"id":"W4306790020","doi":"10.1002/hep.32747","title":"Hepatology highlights","year":2022,"lang":"en","type":"letter","venue":"Hepatology","topic":"Genetic and Kidney Cyst Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Hepatology; Medicine; Internal medicine; Public health; Family medicine; Gastroenterology; Pathology","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":[0.001055789,0.0008677218,0.0009853758,0.0007347479,0.001978113,0.003533528,0.0008143368,0.01350805,0.06931169],"category_scores_gemma":[0.005832842,0.0004750521,0.0009653443,0.0004711463,0.001114926,0.001367399,0.001175454,0.01158036,0.04398279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002795886,"about_ca_system_score_gemma":0.001399094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001895961,"about_ca_topic_score_gemma":0.005029497,"domain_scores_codex":[0.9988924,0.0002081961,0.00008995299,0.0001647661,0.0003849161,0.0002599926],"domain_scores_gemma":[0.9976391,0.0005608656,0.0001547133,0.0001310431,0.0005079025,0.001006407],"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":[0.00003564303,0.00001395377,0.0001214546,0.00004271437,0.000005900046,0.001188135,0.000008398045,0.00002846845,0.00009239423,0.0008818959,0.9855964,0.0119847],"study_design_scores_gemma":[0.00007769588,0.00003718011,0.0006895507,0.0001092961,0.000008334934,0.001167129,0.00003208741,0.0001172722,0.00007548569,0.001876868,0.9957957,0.00001339912],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0008414309,0.008846485,0.0004874028,0.6701916,0.2294274,0.00009863228,0.0003766194,0.0004009454,0.08932949],"genre_scores_gemma":[0.006278592,0.004531085,0.0004313655,0.4298095,0.4088879,0.0001226593,0.0003316939,0.00009279432,0.1495145],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.06931169,"threshold_uncertainty_score":0.2318707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01027871832860325,"score_gpt":0.2290307112195016,"score_spread":0.2187519928908983,"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."}}