{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005635571,0.0001942707,0.0007395,0.001029938,0.0003553788,0.0000137822,0.0002073147,0.00007777448,0.000236985],"category_scores_gemma":[0.001265332,0.0001645792,0.00009211989,0.0007333998,0.00005212833,0.00027092,0.0001425969,0.0005895131,0.0001050497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005002841,"about_ca_system_score_gemma":0.001774544,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01066474,"about_ca_topic_score_gemma":0.006840716,"domain_scores_codex":[0.9945991,0.001650809,0.002221735,0.0001862203,0.0005717346,0.0007703761],"domain_scores_gemma":[0.997201,0.00134343,0.0006712794,0.0001992263,0.0002519315,0.0003331264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001319172,0.0001017637,0.9198162,0.0009780901,0.00002280306,0.00005315562,0.0466294,0.00004547021,0.000001657514,0.01154949,0.02024451,0.0004255555],"study_design_scores_gemma":[0.0007945938,0.0001193443,0.9641917,0.00105885,0.000006387351,0.000001786454,0.01549418,0.00001569631,4.86764e-7,0.01112841,0.007038876,0.0001496491],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9236588,0.001862251,0.00001195188,0.07236521,0.001085206,0.0004843233,0.0001016735,0.00002710622,0.0004034271],"genre_scores_gemma":[0.9905883,0.0008658535,0.0000497159,0.005288371,0.0007719191,0.0001061956,0.00002788996,0.00002424805,0.002277475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06707684,"threshold_uncertainty_score":0.9959233,"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."}}