{"id":"W2902623023","doi":"10.1136/oemed-2018-105273","title":"Night shift work and abnormal liver function: is non-alcohol fatty liver a necessary mediator?","year":2018,"lang":"en","type":"article","venue":"Occupational and Environmental Medicine","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"National Natural Science Foundation of China","keywords":"Shift work; Mediation; Night work; Medicine; Fatty liver; Liver function; Alanine transaminase; Logistic regression; Internal medicine; Psychiatry","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":[0.002107248,0.000713286,0.0007494496,0.0006225579,0.0003230208,0.001195739,0.001085451,0.001237463,0.006422735],"category_scores_gemma":[0.005301744,0.0003295141,0.001485228,0.0006747893,0.0008400464,0.0009403971,0.0008821599,0.0007609813,0.0004439951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004111561,"about_ca_system_score_gemma":0.0009251551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003717069,"about_ca_topic_score_gemma":0.002510791,"domain_scores_codex":[0.9989976,0.0004389707,0.00006477795,0.0002150078,0.0001351682,0.0001484217],"domain_scores_gemma":[0.9948,0.002388339,0.001855051,0.0002653875,0.000234186,0.0004570008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00112296,0.0002553209,0.9818917,0.0005984609,0.001257822,0.0006353595,0.0003129659,0.0001313751,0.0009209725,0.0003822527,0.0003268458,0.01216404],"study_design_scores_gemma":[0.00007610374,0.0006313444,0.9928102,0.0003817644,0.001045331,0.0006377171,0.000918148,0.0007014992,0.0004031782,0.001085127,0.001287256,0.00002233544],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9336669,0.05521926,0.001587744,0.006014241,0.0002711072,0.00006348931,0.0006089642,0.00004827502,0.00251991],"genre_scores_gemma":[0.9930246,0.005299601,0.0002954992,0.0003097027,0.0002450791,0.0000218181,0.0001894697,0.000006714024,0.0006075666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006422735,"threshold_uncertainty_score":0.02148616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01604833050510478,"score_gpt":0.2407234167367655,"score_spread":0.2246750862316607,"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."}}