{"id":"W2099012921","doi":"10.1186/s12887-015-0463-z","title":"Utility and feasibility of integrating pulse oximetry into the routine assessment of young infants at primary care clinics in Karachi, Pakistan: a cross-sectional study","year":2015,"lang":"en","type":"article","venue":"BMC Pediatrics","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Hospital for Sick Children","funders":"Fogarty International Center; Grand Challenges Canada","keywords":"Medicine; Pulse oximetry; Interquartile range; Pediatrics; Cross-sectional study; Oxygen saturation; Emergency medicine; Surgery; Anesthesia","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00196717,0.0002093139,0.0003629886,0.0001378804,0.0000695965,0.00003959812,0.0002300612,0.0001270619,0.000003071802],"category_scores_gemma":[0.0006908739,0.0001745984,0.00007604335,0.0006303383,0.000094059,0.0001865285,0.0003382376,0.0004134033,5.161481e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006627847,"about_ca_system_score_gemma":0.000204089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005485111,"about_ca_topic_score_gemma":0.001702948,"domain_scores_codex":[0.9977636,0.0001850934,0.0009392228,0.0003161567,0.0005712303,0.000224736],"domain_scores_gemma":[0.9983546,0.000594773,0.0002090992,0.0004269689,0.0003152492,0.00009937424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008599397,0.0001461352,0.9953311,0.0004678598,0.00001261305,0.000002521361,0.002579138,0.0007374656,0.0002684007,0.000006844796,0.000001536976,0.000360385],"study_design_scores_gemma":[0.001097031,0.0001377135,0.9942818,0.00001193044,0.00002761082,0.000002152644,0.002850296,0.001206659,0.0001708935,0.000067418,8.640222e-7,0.0001456671],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955729,0.001379385,0.001258465,5.985503e-7,0.0005460265,0.0006145893,0.00005376613,0.00004405067,0.0005302355],"genre_scores_gemma":[0.9958572,0.00002717109,0.003866174,0.000001760809,0.0001826581,0.00001813889,0.00001927544,0.00002361889,0.000004012395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002607709,"threshold_uncertainty_score":0.7119917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04409336810791208,"score_gpt":0.3574718534836042,"score_spread":0.3133784853756921,"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."}}