{"id":"W2952362020","doi":"10.20381/ruor-22278","title":"A Prediction Rule to Screen Patients with Moderate-To-Severe Obstructive Sleep Apnea","year":2018,"lang":"en","type":"dissertation","venue":"uO Research (University of Ottawa)","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Obstructive sleep apnea; Sleep apnea; Clinical prediction rule; Medicine; Apnea; Sleep (system call); Anesthesia; Cardiology; Intensive care medicine; Internal medicine; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.002828714,0.001254906,0.001424915,0.002592355,0.0007026126,0.001587999,0.001343929,0.00120803,0.002522242],"category_scores_gemma":[0.01659136,0.0003027773,0.001361935,0.0008595323,0.0002430138,0.0007647083,0.0007545513,0.001427613,0.001179977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004984603,"about_ca_system_score_gemma":0.001611481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006184309,"about_ca_topic_score_gemma":0.007320768,"domain_scores_codex":[0.9983401,0.0004016321,0.0002833207,0.0003826121,0.0004662486,0.000125938],"domain_scores_gemma":[0.9913188,0.005314799,0.0007170447,0.0002086349,0.00202463,0.0004159767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001327881,0.0008366398,0.7789821,0.0003781356,0.0004918427,0.001082383,0.0001692353,0.0157912,0.001110851,0.0007888096,0.01967157,0.1793694],"study_design_scores_gemma":[0.0008223288,0.001982974,0.2776687,0.001320543,0.002540364,0.003829778,0.0007106274,0.6854222,0.004621347,0.006236184,0.0146369,0.0002080319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7937344,0.006613124,0.1543173,0.00926847,0.002569419,0.001926077,0.01121495,0.003019331,0.01733693],"genre_scores_gemma":[0.9212168,0.000956336,0.06771712,0.0008838359,0.0005200116,0.0005196629,0.006366894,0.0000427524,0.001776494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006184309,"threshold_uncertainty_score":0.01495987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02659263301648138,"score_gpt":0.2903110786376699,"score_spread":0.2637184456211885,"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."}}