{"id":"W4220930415","doi":"10.1186/s12887-021-03087-z","title":"Variability of respiratory rate measurements in neonates- every minute counts","year":2022,"lang":"en","type":"article","venue":"BMC Pediatrics","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Bill and Melinda Gates Foundation","keywords":"Medicine; Respiratory rate; Confidence interval; Limits of agreement; Capnography; Population; Epoch (astronomy); Pediatrics; Nuclear medicine; Heart rate; Anesthesia; 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":[0.0009304971,0.00008895106,0.0001201255,0.0001377443,0.00002774444,0.00000571146,0.0001527048,0.00003582233,0.00007895345],"category_scores_gemma":[0.0002005465,0.000109033,0.00003715803,0.000456924,0.000009709035,0.00006348464,0.00007626245,0.0001633702,0.00001953456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000297452,"about_ca_system_score_gemma":0.00008720278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001225044,"about_ca_topic_score_gemma":0.000004935314,"domain_scores_codex":[0.9990854,0.0001063788,0.0002278786,0.0001291222,0.0002865327,0.0001647142],"domain_scores_gemma":[0.9995428,0.0001554011,0.0000391497,0.0001883466,0.00003883434,0.00003545074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001050286,0.00003064124,0.9784754,0.0001501231,0.000005556839,0.000004204396,0.00004975648,0.009890955,0.009674463,0.00001320387,0.001394822,0.0003003578],"study_design_scores_gemma":[0.003973519,0.0002976704,0.9181967,0.00004903316,0.0001686994,0.000006490945,0.0002403603,0.002582333,0.02841247,0.003036483,0.04114822,0.001888015],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930378,0.000856665,0.00094696,0.000001292696,0.001456913,0.0001696109,0.00003754851,0.00007714111,0.003416116],"genre_scores_gemma":[0.9989999,0.00001531457,0.0006904875,0.00001150957,0.0001837129,0.0000302131,0.000003212236,0.00002313457,0.00004254253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0602787,"threshold_uncertainty_score":0.4446236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04154483463543431,"score_gpt":0.2340385562561725,"score_spread":0.1924937216207382,"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."}}