{"id":"W1971815727","doi":"10.1371/journal.pone.0112959","title":"Development of a Screening Tool for Sleep Disordered Breathing in Children Using the Phone Oximeter™","year":2014,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":119,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Children's Hospital","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; University of British Columbia; BC Children's Hospital; Child and Family Research Institute; California HIV/AIDS Research Program","keywords":"Medicine; Photoplethysmogram; Pulse oximetry; Polysomnography; Heart rate variability; Gold standard (test); Breathing; Heart rate; Cardiology; Internal medicine; Anesthesia; Apnea","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":[0.0006520598,0.0001187988,0.0003286636,0.0001569611,0.0001049166,0.00001435299,0.0001432064,0.00005455904,0.00002796914],"category_scores_gemma":[0.0004939201,0.00009076369,0.00005267398,0.0002441072,0.00006388561,0.00006916702,0.0001092751,0.0001893733,0.000003452885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007921421,"about_ca_system_score_gemma":0.00002954613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005007647,"about_ca_topic_score_gemma":0.00001228261,"domain_scores_codex":[0.9985997,0.00006027817,0.0003381832,0.0002223106,0.0004697911,0.0003097397],"domain_scores_gemma":[0.9992913,0.0001704472,0.00009228194,0.0002729968,0.0001214209,0.00005155995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003895874,0.001243236,0.362065,0.0003017479,0.0009301588,0.000001138583,0.002465394,0.00002874692,0.5433925,0.00005922341,0.000001244825,0.08912203],"study_design_scores_gemma":[0.007046769,0.0002115543,0.4528605,0.0007351919,0.0003247133,0.00001509358,0.0004770167,0.09367866,0.4442268,0.0001115016,0.00001696759,0.0002952592],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9568867,0.00006412651,0.04170201,0.0001565067,0.000009101936,0.001089693,0.000004977907,0.00001910398,0.00006774785],"genre_scores_gemma":[0.7528849,0.000001073449,0.2469238,0.00003307854,0.00005747179,0.00004725129,0.00001313358,0.0000240402,0.00001517979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2052218,"threshold_uncertainty_score":0.3701236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06197189641696783,"score_gpt":0.2866331670890666,"score_spread":0.2246612706720987,"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."}}