{"id":"W4390282496","doi":"10.5114/jhi.2023.133602","title":"Educational inequalities in mortality due to alcoholic liver disease in Poland","year":2023,"lang":"en","type":"article","venue":"Journal of Health Inequalities","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inequality; Alcoholic liver disease; Liver disease; Medicine; Internal medicine; Mathematics","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":[0.0005536468,0.0001446433,0.0003123962,0.001633193,0.0003576158,0.0007108949,0.0002802644,0.0002884469,0.002101946],"category_scores_gemma":[0.002941298,0.0001883934,0.0005940418,0.00179719,0.0001814641,0.0004676107,0.001157275,0.0008886,0.0002685717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001237383,"about_ca_system_score_gemma":0.001067337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07782162,"about_ca_topic_score_gemma":0.06912249,"domain_scores_codex":[0.9994749,0.00007403795,0.00007051592,0.00007512833,0.0001176365,0.0001878197],"domain_scores_gemma":[0.9991869,0.00009120389,0.0003392539,0.00002600689,0.0001154648,0.0002412569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002153254,0.00009205329,0.9628024,0.0002005833,0.0003475308,0.0002105253,0.0006633825,0.0003412626,0.000238804,0.001985904,0.007435923,0.02546633],"study_design_scores_gemma":[0.000004610803,0.0000118322,0.9986057,0.00007701333,0.00002240589,0.00002678846,0.0001507918,0.0001631343,0.00001595192,0.0002194362,0.0006980315,0.00000428239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723989,0.007684652,0.0002481608,0.00816585,0.0001444419,0.00002807038,0.00544708,0.0000156452,0.005867282],"genre_scores_gemma":[0.9942656,0.003213107,0.00005995053,0.0002031273,0.00004706895,0.00001465641,0.001646585,0.000003317557,0.0005465957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07782162,"threshold_uncertainty_score":0.1547373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.23729379200565,"score_gpt":0.4955422773187101,"score_spread":0.2582484853130601,"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."}}