{"id":"W2155464418","doi":"10.1080/20786204.2008.10873743","title":"Risk factors precipitating exacerbations in adult asthma patients presenting at Kalafong Hospital, Pretoria","year":2008,"lang":"en","type":"article","venue":"South African Family Practice","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Asthma; Emergency department; Public health; Population; Pediatrics; Pathophysiology of asthma; Asthma exacerbations; Emergency medicine; Environmental health; Internal medicine; Psychiatry","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002527049,0.0003237332,0.0003901751,0.000226492,0.0005367082,0.00003651998,0.0001575594,0.0001464453,0.00004341763],"category_scores_gemma":[0.0103095,0.0002871711,0.0001667354,0.0006436547,0.0001643827,0.0006867606,0.0001508614,0.0005215945,0.0001153992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002709208,"about_ca_system_score_gemma":0.0002384929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002607738,"about_ca_topic_score_gemma":0.00001076033,"domain_scores_codex":[0.9970478,0.0003963928,0.0006063081,0.0006010692,0.000778665,0.0005697504],"domain_scores_gemma":[0.9970064,0.0008877623,0.000678809,0.0004791288,0.0005680707,0.0003797856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002173454,0.0006960316,0.9728704,0.00003854445,0.00006932937,0.00007657154,0.02410355,0.00009658709,0.00005190782,0.00001128394,0.001412249,0.0003561635],"study_design_scores_gemma":[0.001931659,0.0004715349,0.9588156,0.00007005189,0.0001544473,0.000004927086,0.02866437,0.0002027027,0.00005598884,0.000005242749,0.009294535,0.0003289121],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870663,0.0002220457,0.00003644853,0.000123217,0.0004424691,0.0009138321,0.0001063622,0.0001418631,0.0109475],"genre_scores_gemma":[0.9974652,0.00004995395,0.001113491,0.0002195946,0.0002322686,0.00007366522,0.00006742851,0.00006533874,0.0007130484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0140548,"threshold_uncertainty_score":0.999958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01618726325730632,"score_gpt":0.2579635365737433,"score_spread":0.241776273316437,"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."}}