{"id":"W4306993629","doi":"10.1136/bmjopen-2021-060247","title":"Community determinants of COPD exacerbations in elderly patients in Lodz province, Poland: a retrospective observational Big Data cohort study","year":2022,"lang":"en","type":"article","venue":"BMJ Open","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Family Medicine","funders":"Narodowym Centrum Nauki; Narodowe Centrum Nauki","keywords":"Medicine; COPD; Observational study; Retrospective cohort study; Population; Logistic regression; Cohort; Epidemiology; Family medicine; Emergency medicine; Environmental health; Internal medicine","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":[0.001139844,0.0003537674,0.0006393495,0.001013376,0.0006360615,0.0007080751,0.0005433233,0.0004176077,0.0005936804],"category_scores_gemma":[0.002040158,0.0005184369,0.0007767905,0.00142661,0.0002915279,0.0005601598,0.001124067,0.0006049774,0.0001156943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007951212,"about_ca_system_score_gemma":0.0011086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01997134,"about_ca_topic_score_gemma":0.03042252,"domain_scores_codex":[0.9991251,0.0001934657,0.0001585777,0.0002246167,0.0001453735,0.0001528809],"domain_scores_gemma":[0.9989817,0.00008980092,0.0004530586,0.0001625161,0.0001407535,0.0001722192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001662379,0.00004896166,0.9978393,0.00006225878,0.0001907256,0.0001702103,0.0001617849,0.00004113057,0.0001206286,0.00002945576,0.0003135296,0.0008557849],"study_design_scores_gemma":[0.00004594571,0.0000812869,0.9982455,0.00004093354,0.0001206399,0.0002779472,0.0004104608,0.0002030521,0.00003600163,0.00003689924,0.0004941531,0.0000072171],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973245,0.000416102,0.0001791712,0.00008024921,0.000007894327,0.00006640179,0.001738044,0.000003253806,0.0001844229],"genre_scores_gemma":[0.9970669,0.0002545381,0.0002996918,0.0001016911,0.0000140432,0.0001317187,0.002018167,0.000002385403,0.0001108815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01997134,"threshold_uncertainty_score":0.03971016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1702303817316002,"score_gpt":0.4209775859011928,"score_spread":0.2507472041695926,"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."}}