{"id":"W2063101882","doi":"10.1002/ppul.20776","title":"Prolonged, documented home‐monitoring of oxygenation in infants and children","year":2008,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Montreal Children's Hospital","funders":"","keywords":"Medicine; ALARM; Pulse oximetry; Cardiorespiratory fitness; Population; False alarm; Oxygen saturation; Emergency medicine; Cohort; Medical emergency; Pediatrics; Anesthesia; Internal medicine; Statistics","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":[0.0001672132,0.00009937019,0.0002704102,0.0005494894,0.00005309842,9.84511e-7,0.00006164054,0.000262947,0.000005031226],"category_scores_gemma":[0.0001602232,0.00009777894,0.00002130771,0.0004109856,0.00007434515,0.00007027457,0.00005285775,0.0003153685,0.000005434991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004505276,"about_ca_system_score_gemma":0.0000772521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001613122,"about_ca_topic_score_gemma":0.000005312534,"domain_scores_codex":[0.9990297,0.00004436647,0.0003267264,0.0002154351,0.0001046818,0.0002791068],"domain_scores_gemma":[0.9995489,0.00005971637,0.0001146715,0.000162605,0.00005384616,0.00006022013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001057459,0.00007216297,0.9918034,0.00003993739,0.00001148512,0.00003909274,0.0002356578,7.853684e-7,0.0002109508,0.00001960875,0.00001076011,0.007450394],"study_design_scores_gemma":[0.001032411,0.000283032,0.997316,0.00001600873,0.00002199539,0.0002334883,0.00002736122,0.0000100508,0.0008977454,0.00007618326,0.00001536929,0.00007034202],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967366,0.002159791,0.00000948165,0.0003444537,0.0002689539,0.0003364896,0.00000201388,0.00006971971,0.00007250749],"genre_scores_gemma":[0.9958426,0.003264255,0.0005462333,0.00001452348,0.0002650997,0.00002872458,0.000008042633,0.000009746935,0.00002075549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007380052,"threshold_uncertainty_score":0.3987309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01970904812537897,"score_gpt":0.2816009473750546,"score_spread":0.2618918992496756,"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."}}