{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001178383,0.0004100646,0.0003913381,0.001344618,0.0001849979,0.0005129114,0.0003820092,0.000443851,0.002579227],"category_scores_gemma":[0.004737729,0.0001915573,0.0005617568,0.000390659,0.0001078067,0.0004727264,0.000421606,0.0005207899,0.0009014412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002681761,"about_ca_system_score_gemma":0.000490782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001489449,"about_ca_topic_score_gemma":0.002401025,"domain_scores_codex":[0.9993754,0.0001881031,0.00009409738,0.000100234,0.0001842678,0.00005782842],"domain_scores_gemma":[0.998153,0.0008225719,0.0003031105,0.00006220784,0.0004963637,0.0001627271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003401596,0.000375209,0.8199975,0.000239801,0.00007097135,0.0004549779,0.000736421,0.0002786485,0.00704931,0.0001017091,0.004295969,0.1660592],"study_design_scores_gemma":[0.00006196926,0.001197767,0.9808943,0.0002149942,0.00008224443,0.001838057,0.0008220883,0.006880918,0.003680553,0.0001161428,0.004176263,0.0000348392],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829841,0.0004208799,0.007988695,0.00058555,0.0001169238,0.001166696,0.002569879,0.000458462,0.003708856],"genre_scores_gemma":[0.9321253,0.0004744727,0.0610852,0.0002493856,0.00004934199,0.002104924,0.002103083,0.00002147888,0.001786847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002579227,"threshold_uncertainty_score":0.008628309,"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."}}