{"id":"W2796510598","doi":"10.1503/cmaj.69114","title":"Surgery for obstructive sleep apnea","year":2018,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Obstructive sleep apnea; Medicine; Sleep (system call); Sleep apnea syndromes; Sleep apnea; Apnea; Computer science; Surgery; General surgery; Polysomnography; Anesthesia","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0009374522,0.000595526,0.0006566506,0.0008447635,0.002617044,0.0009160173,0.0009315845,0.01029292,0.006610857],"category_scores_gemma":[0.006528345,0.000343373,0.0009546548,0.0005393177,0.001485926,0.00215153,0.0008809982,0.01769267,0.004224318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002191176,"about_ca_system_score_gemma":0.001591254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002895958,"about_ca_topic_score_gemma":0.008738814,"domain_scores_codex":[0.999144,0.0001628404,0.0001025236,0.0001352686,0.0002985684,0.000156753],"domain_scores_gemma":[0.9983336,0.0006693257,0.0001347511,0.00006134293,0.0002716315,0.0005293848],"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":[0.00004125449,0.0000331845,0.001596573,0.0001490144,0.00002725887,0.01875212,0.0001152319,0.00005175657,0.0003336082,0.001441595,0.9515235,0.02593485],"study_design_scores_gemma":[0.00008856806,0.0001806626,0.006734585,0.001484585,0.00006255526,0.1532483,0.0004382048,0.0002866584,0.0004648626,0.005312531,0.8316045,0.00009404844],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.001784149,0.02631061,0.0002557737,0.877578,0.08412062,0.00002004271,0.0000774117,0.00006402288,0.009789417],"genre_scores_gemma":[0.02087379,0.01980075,0.0004803305,0.7612852,0.183677,0.00003917123,0.000105542,0.00004936676,0.0136889],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.01029292,"threshold_uncertainty_score":0.02211559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01848922996843371,"score_gpt":0.2768241483319259,"score_spread":0.2583349183634921,"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."}}