{"id":"W3176229347","doi":"10.1053/j.gastro.2021.06.070","title":"Strategies to Improve Video Visit Use in Persons With Liver Disease","year":2021,"lang":"en","type":"article","venue":"Gastroenterology","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Institutes of Health; Valeant Pharmaceuticals International; National Institute of Diabetes and Digestive and Kidney Diseases; Bausch Health; Gilead Sciences","keywords":"Disease; Liver disease; Medicine; Computer science; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006763369,0.000135295,0.0002699582,0.0001369592,0.0000305689,0.00003120396,0.00005121071,0.00004842245,0.0001432116],"category_scores_gemma":[0.0001295233,0.0001144897,0.00004929477,0.0001254326,0.00004794368,0.0001322892,0.00005842775,0.0002105244,0.00003088798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000123459,"about_ca_system_score_gemma":0.0004869827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007796493,"about_ca_topic_score_gemma":0.01262803,"domain_scores_codex":[0.9987962,0.0000766728,0.0001611631,0.0003469987,0.0001305091,0.0004884682],"domain_scores_gemma":[0.9989963,0.00005290268,0.00003126101,0.0003136908,0.000091273,0.0005145994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004822757,0.0002150011,0.9853557,0.0001688553,0.0000424293,0.004093872,0.0008143189,0.00004589875,0.002208175,0.0001058672,0.001455127,0.0006719783],"study_design_scores_gemma":[0.001907218,0.001888572,0.9930523,0.00009885495,0.00005433856,0.0001439391,0.0005250282,0.00008934394,0.00005797886,0.00001640082,0.002106517,0.00005947761],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768992,0.0000761203,0.001195542,0.02134191,0.00008714111,0.0002791014,0.00003425414,0.00003437435,0.00005237389],"genre_scores_gemma":[0.9770121,0.00002200958,0.0007493036,0.02174827,0.00009638326,0.00002845115,0.00002284179,0.00001705927,0.0003035672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01184838,"threshold_uncertainty_score":0.7046737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03185411426161662,"score_gpt":0.3200781410065207,"score_spread":0.2882240267449041,"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."}}