{"id":"W2233758775","doi":"10.1111/anae.13362","title":"The importance of obstructive sleep apnoea management in peri‐operative medicine","year":2016,"lang":"en","type":"editorial","venue":"Anaesthesia","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University Health Network","funders":"","keywords":"Medicine; Sleep (system call); Peri; Intensive care medicine; Sleep medicine; Emergency medicine; Internal medicine; Sleep disorder; Psychiatry; Insomnia","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"],"consensus_categories":[],"category_scores_codex":[0.001032842,0.0005160467,0.001098981,0.0004140709,0.0001438394,0.00002020143,0.0006961458,0.0005255042,0.0001930581],"category_scores_gemma":[0.001099662,0.0002879418,0.0001835539,0.0005806956,0.001289356,0.0001115461,0.0002037773,0.001074013,0.00005254491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007057481,"about_ca_system_score_gemma":0.0001639043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001224282,"about_ca_topic_score_gemma":0.0002053923,"domain_scores_codex":[0.9953052,0.0002662839,0.0009163335,0.0008055129,0.002003237,0.0007033838],"domain_scores_gemma":[0.9966193,0.0007691298,0.0004497416,0.001214038,0.0007618294,0.0001859433],"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":[0.002407114,0.0002701021,0.01903457,0.0006835603,0.002080724,0.001949422,0.00150634,0.000001427849,0.0002740588,0.01124496,0.7100755,0.2504722],"study_design_scores_gemma":[0.005362636,0.001406407,0.03248133,0.001063365,0.0003904176,0.0000155111,0.001771102,0.00003561748,0.0003016648,0.001921912,0.9547274,0.0005226576],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.04881656,0.01844302,0.0001705708,0.01410852,0.8255262,0.0088115,0.0002222181,0.0001891319,0.0837123],"genre_scores_gemma":[0.1088394,0.01417093,0.00119562,0.000263578,0.8638284,0.001078321,0.0003428016,0.0004760982,0.009804807],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2499495,"threshold_uncertainty_score":0.9999573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01176235822333548,"score_gpt":0.3219436570338483,"score_spread":0.3101812988105128,"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."}}