{"id":"W4414354361","doi":"10.1002/ppul.71304","title":"Pediatric Sleep‐Disordered Breathing Year in Review 2024","year":2025,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Fleurimont; Montreal Children's Hospital","funders":"","keywords":"Breathing; MEDLINE; Respiratory disease; El Niño","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":[0.0005741928,0.0002395158,0.0006626997,0.001324086,0.00006098572,0.00001379095,0.0003009775,0.0002682359,0.0007184118],"category_scores_gemma":[0.001231251,0.0002308077,0.0001456952,0.002797396,0.00006393135,0.00009339799,0.0002555118,0.0008871026,0.0005534898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002338798,"about_ca_system_score_gemma":0.0002154578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009550659,"about_ca_topic_score_gemma":0.00001596084,"domain_scores_codex":[0.9975998,0.0001899441,0.0006031945,0.0006136971,0.0002986093,0.0006947012],"domain_scores_gemma":[0.9987766,0.0002622591,0.0001058427,0.0005660554,0.0001528279,0.0001364787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009875748,0.0002864396,0.9663743,0.003082878,0.00004779098,0.0003492521,0.00004759668,0.000002428736,0.00004109389,0.0008280124,0.007831253,0.02101022],"study_design_scores_gemma":[0.005998392,0.0004028321,0.9687144,0.0002564736,0.001424653,0.0002315226,0.0001937619,0.0006147378,0.00004758672,0.003158419,0.01828669,0.0006705284],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7184268,0.2068825,0.0004926992,0.01448659,0.00185624,0.002524555,0.00002189061,0.0002441878,0.05506455],"genre_scores_gemma":[0.8954541,0.09593307,0.001436387,0.001670891,0.001174873,0.0002756712,0.00004641685,0.00006455647,0.003943997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1770274,"threshold_uncertainty_score":0.9412063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01288704621394213,"score_gpt":0.3130212897140812,"score_spread":0.3001342435001391,"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."}}