{"id":"W2987965887","doi":"10.1002/ppul.24555","title":"How to use noninvasive positive airway pressure device data reports to guide clinical care","year":2019,"lang":"en","type":"review","venue":"Pediatric Pulmonology","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; University of Toronto","funders":"","keywords":"Medicine; Intensive care medicine; Clinical Practice; MEDLINE; Positive airway pressure; Airway; Medical physics; Pediatrics; Surgery; Physical therapy; 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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001129825,0.0009611069,0.004639743,0.001281047,0.0001134359,0.000155567,0.00174924,0.001661521,0.00009342724],"category_scores_gemma":[0.01490858,0.0008125275,0.0006880335,0.00159623,0.0001322606,0.0003335721,0.004182231,0.002279677,0.001285705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005686903,"about_ca_system_score_gemma":0.002221037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002478958,"about_ca_topic_score_gemma":0.00008407224,"domain_scores_codex":[0.9912124,0.001090734,0.001975503,0.003432519,0.0009225134,0.001366332],"domain_scores_gemma":[0.9880007,0.002544236,0.001011578,0.005808348,0.001470654,0.001164475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001394363,0.0002200155,0.01715894,0.01711714,0.001424367,0.007699381,0.0001496725,9.980679e-7,7.656386e-7,0.00001566638,0.02971431,0.9263593],"study_design_scores_gemma":[0.0004013641,0.00095727,0.001751394,0.0008485903,0.009338642,0.002172951,0.0001013348,0.000003152193,0.00000158103,0.000001673127,0.9837397,0.0006823662],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002350557,0.9847102,0.0002746055,0.001283595,0.002536558,0.008066409,0.001864157,0.0001282238,0.0009011643],"genre_scores_gemma":[0.0001649712,0.9796924,0.004929347,0.0005183838,0.004311012,0.000369278,0.003464642,0.0002601438,0.006289851],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9540254,"threshold_uncertainty_score":0.9996345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1538050285397944,"score_gpt":0.4451048334706245,"score_spread":0.2912998049308301,"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."}}