{"id":"W4402093746","doi":"10.58931/cdet.2024.2227","title":"Obstructive Sleep Apnea and Type 2 Diabetes","year":2024,"lang":"en","type":"article","venue":"Canadian Diabetes & Endocrinology Today","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Obstructive sleep apnea; Type 2 diabetes; Medicine; Diabetes mellitus; Sleep (system call); Sleep apnea; Internal medicine; Cardiology; Endocrinology; Computer science","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000131712,0.0003255381,0.0004783666,0.0008908231,0.0001727648,0.00009382748,0.0001981443,0.0002065005,0.0009464709],"category_scores_gemma":[0.000386433,0.0003093761,0.00009842531,0.0006443756,0.000701446,0.0001785793,0.0001135608,0.0007279721,0.0005447474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004551591,"about_ca_system_score_gemma":0.0002890434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001710576,"about_ca_topic_score_gemma":0.003222353,"domain_scores_codex":[0.996945,0.0000975678,0.0002614834,0.0007442739,0.00021733,0.001734325],"domain_scores_gemma":[0.9980131,0.0002999487,0.00002706183,0.0004617849,0.0001915317,0.0010066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002328096,0.0000299496,0.6302483,0.000377949,0.001128427,0.001208612,0.0003971502,0.00000187839,0.01461701,0.01374042,0.002819968,0.335407],"study_design_scores_gemma":[0.001699226,0.001122097,0.6697444,0.0001978478,0.0005953822,0.0002993387,0.0005798109,0.004826802,0.03731352,0.005055885,0.2774785,0.001087231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9687472,0.01302511,0.000003660024,0.005439958,0.001263108,0.0004654461,0.00008688265,0.0002030128,0.01076563],"genre_scores_gemma":[0.9972495,0.00007541985,0.0002959433,0.0009742024,0.0003320192,0.00007011319,0.00006771066,0.00008102426,0.0008540342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3343198,"threshold_uncertainty_score":0.9999668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0125642118119215,"score_gpt":0.2621886973792629,"score_spread":0.2496244855673414,"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."}}