{"id":"W7160574863","doi":"","title":"The effect of urbanization on the structure of comorbid pathology in patients with community-acquired pneumonia","year":2023,"lang":"uk","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urbanization; Pneumonia; Comorbidity; Epidemiology; Public health","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":[0.0005113291,0.0002284024,0.0003743876,0.001026404,0.0007480537,0.001364314,0.0004693168,0.0005502992,0.005812531],"category_scores_gemma":[0.005619408,0.0003347164,0.001065748,0.00137476,0.0003887444,0.001086541,0.001113911,0.0009763043,0.0005518303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006960658,"about_ca_system_score_gemma":0.001296146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01991536,"about_ca_topic_score_gemma":0.02357922,"domain_scores_codex":[0.9990252,0.0003331472,0.0001061501,0.0001748099,0.0001434018,0.0002173626],"domain_scores_gemma":[0.9974073,0.0005713838,0.0009094248,0.0001811142,0.0003613725,0.0005694411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001556553,0.00002597552,0.9956071,0.00002292682,0.0000797936,0.0001174539,0.0001814497,0.00006074704,0.00006455569,0.0001175487,0.000318469,0.003248344],"study_design_scores_gemma":[0.000005596159,0.0000378622,0.9981284,0.00003123901,0.00004652159,0.0002273453,0.0007253253,0.000275317,0.00003251453,0.0001733309,0.0003093041,0.000007412858],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934146,0.001547837,0.0002348923,0.0005863745,0.0000463504,0.00001559826,0.0008867566,0.000009919409,0.003257765],"genre_scores_gemma":[0.9989605,0.0003310044,0.00008688625,0.00002680033,0.00002192596,0.00000767261,0.0003329725,0.000004673523,0.0002275349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01991536,"threshold_uncertainty_score":0.03959888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01441732278090818,"score_gpt":0.2653076545360583,"score_spread":0.2508903317551501,"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."}}