{"id":"W4399971136","doi":"10.1186/s12916-024-03440-w","title":"Sleep and liver function biomarkers in relation to risk of incident liver cancer: a nationwide prospective cohort study","year":2024,"lang":"en","type":"article","venue":"BMC Medicine","topic":"Sleep and related disorders","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Medicine; Internal medicine; Aspartate transaminase; Hazard ratio; Alanine transaminase; Liver cancer; Gastroenterology; Liver function; Prospective cohort study; Bilirubin; Cohort; Cancer; Confidence interval; Liver function tests; Oncology; Alkaline phosphatase","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007175482,0.0001081705,0.0001836923,0.000433158,0.00003518319,0.000004976307,0.00004448135,0.00009554551,0.000588301],"category_scores_gemma":[0.0002000098,0.00008262204,0.00002256988,0.0006390255,0.00006965114,0.0000625539,0.00002185361,0.0001715011,0.00004530288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000954072,"about_ca_system_score_gemma":0.00002412817,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00963237,"about_ca_topic_score_gemma":0.005128297,"domain_scores_codex":[0.9988304,0.0001673891,0.0002993323,0.0003565545,0.0002284708,0.0001179033],"domain_scores_gemma":[0.9994225,0.0002324941,0.00007609677,0.0001480464,0.00006598018,0.00005488098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003732877,0.0001590103,0.9691722,0.0000293814,0.0008299953,0.00001996546,0.01604739,0.0000897912,0.00003600078,0.0003249328,0.001151645,0.01176641],"study_design_scores_gemma":[0.00189758,0.0005783853,0.9898114,0.0001350592,0.0006039918,0.000003966085,0.004660547,0.001876736,0.000003869527,0.0001579712,0.0001869148,0.00008360003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981636,0.01050693,0.001423975,0.0001526614,0.001140382,0.001490844,0.000003665636,0.00004782748,0.003597681],"genre_scores_gemma":[0.9988263,0.0004396106,0.00003467832,0.00005155129,0.00009352924,0.0002093275,0.000006386048,0.00001430801,0.0003243401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02063918,"threshold_uncertainty_score":0.9969625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01285762457441722,"score_gpt":0.2984493022680421,"score_spread":0.2855916776936249,"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."}}