{"id":"W4417124241","doi":"10.3390/jcm14248670","title":"Practical Application of Polysomnography in Infants","year":2025,"lang":"en","type":"article","venue":"Journal of Clinical Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's Health Research Institute","funders":"","keywords":"Polysomnography; Narrative review; MEDLINE; Identification (biology); Multidisciplinary approach; Expert opinion; Sleep medicine; Process (computing)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003660853,0.0007628145,0.0009918512,0.005938949,0.0003865527,0.001796314,0.0006937714,0.001162071,0.003836274],"category_scores_gemma":[0.01733214,0.0002498835,0.001321912,0.00393233,0.0005237267,0.002116489,0.001093345,0.0009335624,0.000602064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000950331,"about_ca_system_score_gemma":0.003007288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001798231,"about_ca_topic_score_gemma":0.002792848,"domain_scores_codex":[0.996533,0.001300229,0.00102251,0.0002724911,0.000789478,0.00008223847],"domain_scores_gemma":[0.989092,0.008241159,0.001149198,0.0001749855,0.001247037,0.00009564671],"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":[0.0001844063,0.00002225051,0.004261869,0.1795959,0.0007147223,0.0009330586,0.001201108,0.0002683229,0.001489799,0.003776531,0.02343859,0.7841135],"study_design_scores_gemma":[0.00004110019,0.0002518618,0.01610518,0.3132134,0.002275999,0.007408508,0.001940709,0.0003084534,0.001407694,0.003777647,0.6531751,0.0000943337],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0007364735,0.9949052,0.0004404345,0.001459841,0.0004961383,0.00002981122,0.0001704805,0.000008964526,0.001752667],"genre_scores_gemma":[0.01175331,0.9850211,0.0009440958,0.0009440068,0.0007423732,0.00006375908,0.0002042982,0.000006340626,0.000320726],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005938949,"threshold_uncertainty_score":0.01936072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08183500373718923,"score_gpt":0.5369763080717321,"score_spread":0.4551413043345429,"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."}}