{"id":"W2739375682","doi":"10.21037/jtd.2017.06.113","title":"Life-style modification at the edge","year":2017,"lang":"en","type":"letter","venue":"Journal of Thoracic Disease","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Atrial fibrillation; Medicine; Cardiac surgery; Cardiology; Stroke (engine); Internal medicine; Sleep disordered breathing; Breathing; Anesthesia; Obstructive sleep 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001230433,0.0005239095,0.00115619,0.0004151392,0.00108616,0.001200686,0.0009739195,0.01212145,0.0156727],"category_scores_gemma":[0.01139348,0.0001632407,0.0009511848,0.0003907215,0.0006979989,0.001491015,0.0006741558,0.01328751,0.00611162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001013442,"about_ca_system_score_gemma":0.0007490691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007265111,"about_ca_topic_score_gemma":0.001639435,"domain_scores_codex":[0.9988324,0.0004171043,0.0001144248,0.0001264877,0.0003499036,0.0001596811],"domain_scores_gemma":[0.9970081,0.00162201,0.000179855,0.0001036758,0.0005354357,0.0005509402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002349144,0.0001475523,0.001562837,0.000411983,0.00008129209,0.005054458,0.00009278917,0.0000715382,0.0002657363,0.002007667,0.903582,0.08648719],"study_design_scores_gemma":[0.0005085278,0.000468547,0.006435144,0.002140357,0.0001385789,0.01505085,0.0002771383,0.000598714,0.0005123464,0.01038196,0.9633911,0.00009676172],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001125253,0.01657468,0.000184039,0.9314336,0.04427004,0.00002181441,0.0001652454,0.00005424254,0.006171068],"genre_scores_gemma":[0.01629905,0.01472637,0.0003407594,0.8309214,0.1291303,0.00006709532,0.0001343025,0.00003003331,0.008350753],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0156727,"threshold_uncertainty_score":0.05243045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05920270753501748,"score_gpt":0.3935043694834885,"score_spread":0.3343016619484711,"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."}}