{"id":"W1985900984","doi":"10.1053/prrv.2002.0176","title":"Diagnostic techniques for obstructive sleep apnoea: is polysomnography necessary?","year":2002,"lang":"en","type":"review","venue":"Paediatric Respiratory Reviews","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Montreal Children's Hospital","funders":"","keywords":"Polysomnography; Medicine; Sleep (system call); Intensive care medicine; Physical therapy; Pediatrics; Anesthesia; Apnea","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.002173907,0.001832188,0.007827753,0.00249394,0.0003474084,0.0001363431,0.001194255,0.001339512,0.0007471156],"category_scores_gemma":[0.005897205,0.001387579,0.00526365,0.004321347,0.0004287165,0.0003123168,0.0003849299,0.002002082,0.001119152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007199495,"about_ca_system_score_gemma":0.0002944315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006282166,"about_ca_topic_score_gemma":0.000001238489,"domain_scores_codex":[0.9902995,0.001295205,0.003434895,0.002217476,0.001211818,0.001541109],"domain_scores_gemma":[0.990521,0.003281686,0.00209371,0.002556049,0.0006510267,0.0008965043],"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":[0.0000196408,0.0001937851,0.0004110898,0.06450339,0.0005193698,0.0000654908,0.00003914356,6.297492e-9,9.463352e-7,0.00005878031,0.01872769,0.9154606],"study_design_scores_gemma":[0.0007185069,0.0006708204,0.00003992375,0.0072605,0.006871056,0.00009978275,0.00001268285,0.000003117397,0.00001218897,0.0000698463,0.9831042,0.001137435],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002463129,0.9748728,0.0004528756,0.00006237809,0.000683909,0.02048612,0.0004871546,0.0003003703,0.002651886],"genre_scores_gemma":[0.000001510535,0.9791653,0.00384923,0.0007610351,0.004053652,0.0112846,0.0001776125,0.0004222398,0.0002847811],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9643764,"threshold_uncertainty_score":0.999957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09329805399635137,"score_gpt":0.3777725636374796,"score_spread":0.2844745096411282,"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."}}