{"id":"W4315498306","doi":"10.3389/fepid.2022.1031666","title":"Respiratory Diseases' Burden in children and adolescents of marginalized population: A retrospective study in slum area of Karachi, Pakistan","year":2023,"lang":"en","type":"article","venue":"Frontiers in Epidemiology","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Bronchiolitis; Medicine; Bronchitis; Pneumonia; Asthma; Population; Slum; Pediatrics; Disease burden; Environmental health; Respiratory system; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001229096,0.0001517318,0.00105631,0.0009898,0.00002428402,0.000001281843,0.00008518679,0.0001623888,0.000007225546],"category_scores_gemma":[0.001338774,0.0001392848,0.00007380934,0.0008447015,0.000183445,0.00006663236,0.00006176225,0.0003223085,0.000001178626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001866471,"about_ca_system_score_gemma":0.0000596385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001013155,"about_ca_topic_score_gemma":0.0002449364,"domain_scores_codex":[0.9974562,0.0008744552,0.0009098998,0.000341117,0.0001154154,0.0003029003],"domain_scores_gemma":[0.9992226,0.0001076012,0.0002529809,0.000284854,0.00004223627,0.00008974241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003428728,0.0002977257,0.9975569,0.00005991136,0.00005300786,0.00003060812,0.0003562894,0.0001482641,0.00006354514,0.00004111228,0.0003997445,0.0006500695],"study_design_scores_gemma":[0.003781363,0.0004275329,0.9933622,0.0002037592,0.00004422295,0.000004911773,0.0006022889,0.0002442724,0.000001302628,0.001168277,0.00006102927,0.00009884841],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978544,0.0005603929,0.00005041336,0.0002566086,0.0002277937,0.0009301502,0.00004817518,0.00002460077,0.0000474568],"genre_scores_gemma":[0.999515,0.00008048296,0.00007462101,0.0001724519,0.00004148051,0.00005517287,0.00003256159,0.00001211475,0.0000161206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004194658,"threshold_uncertainty_score":0.5679871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02515216834257691,"score_gpt":0.3342989635847401,"score_spread":0.3091467952421633,"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."}}