{"id":"W3136981504","doi":"10.2196/25124","title":"Enhancing Obstructive Sleep Apnea Diagnosis With Screening Through Disease Phenotypes: Algorithm Development and Validation","year":2021,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Polysomnography; Obstructive sleep apnea; Gold standard (test); Cohort; Internal medicine; Sleep apnea; Hypopnea; Apnea; Algorithm; Physical therapy; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009985403,0.0009131756,0.0007927291,0.002188488,0.0004116854,0.001189026,0.0009230742,0.0009515733,0.00084616],"category_scores_gemma":[0.02190309,0.000301465,0.0006695667,0.0008407371,0.0004340854,0.0007683379,0.000955787,0.0009577638,0.0003953092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006884282,"about_ca_system_score_gemma":0.002196796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003303112,"about_ca_topic_score_gemma":0.002304513,"domain_scores_codex":[0.9974879,0.001459619,0.0002224678,0.0003417414,0.0003960502,0.00009221243],"domain_scores_gemma":[0.9909314,0.006423641,0.0005731863,0.0004046725,0.001418386,0.0002487452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001098531,0.0009012528,0.336711,0.0002863549,0.0004972681,0.000200417,0.0002360326,0.1472497,0.00484049,0.002033955,0.003057869,0.5028871],"study_design_scores_gemma":[0.0001518323,0.0003207543,0.02302921,0.00008490831,0.0001333885,0.0002203715,0.00005137323,0.9698704,0.002353594,0.002873259,0.0008931178,0.00001778709],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.424906,0.001875854,0.5664482,0.001377994,0.00007498208,0.001019207,0.0006152337,0.001629308,0.002053179],"genre_scores_gemma":[0.7163349,0.0004617504,0.2814454,0.0001749879,0.00004537224,0.0004254708,0.0008364287,0.00003292368,0.0002427566],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009985403,"threshold_uncertainty_score":0.05280846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0201423686947395,"score_gpt":0.3036514162783908,"score_spread":0.2835090475836513,"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."}}