{"id":"W2009300229","doi":"10.1111/anae.12598","title":"Sublingual ultrasound as an assessment method for predicting difficult intubation: a pilot study","year":2014,"lang":"en","type":"article","venue":"Anaesthesia","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":113,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Royal Alexandra Hospital","funders":"Alberta Heritage Foundation for Medical Research; Canadian Anesthesiologists' Society","keywords":"Medicine; Hyoid bone; Airway; Ultrasound; Intubation; Likelihood ratios in diagnostic testing; Tracheal intubation; Anesthesia; Floor of mouth; Orthodontics; Radiology; Surgery; Diagnostic accuracy; Oral cavity","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001232309,0.0001720314,0.0002752879,0.0001561487,0.0001797696,0.00007866143,0.0001388177,0.00004509665,0.0002255578],"category_scores_gemma":[0.0004065846,0.0001473823,0.00005163108,0.0002222647,0.00002480656,0.0002183318,0.00002342828,0.0001304447,0.00001244422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006432777,"about_ca_system_score_gemma":0.00005748995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001260305,"about_ca_topic_score_gemma":0.00003619609,"domain_scores_codex":[0.9986234,0.0001558488,0.0003334194,0.0003603476,0.0003154863,0.0002114452],"domain_scores_gemma":[0.9989711,0.0001389489,0.0001407188,0.0003709417,0.0002673885,0.000110914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.000695475,0.006451976,0.1903201,0.0001801004,0.0003487866,0.000004862962,0.0032527,0.00002990708,0.002002445,0.04647247,0.02363019,0.726611],"study_design_scores_gemma":[0.008006568,0.4730909,0.3532518,0.0001832355,0.00110991,0.00001771455,0.008701428,0.04175758,0.004355176,0.007694158,0.100794,0.001037572],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8217638,0.000007200772,0.1615623,0.0007921043,0.00005713773,0.001653316,0.00000157518,0.00043813,0.0137244],"genre_scores_gemma":[0.9612943,0.00002308159,0.03525794,0.0003364615,0.0004216833,0.0002789245,0.0001206581,0.00003629686,0.002230669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7255734,"threshold_uncertainty_score":0.6010074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03284681427661733,"score_gpt":0.3881075819483714,"score_spread":0.3552607676717541,"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."}}