{"id":"W4412786421","doi":"10.1111/pan.70023","title":"Feasibility of Obtaining Pulse Oximetry Readings From the Oropharynx","year":2025,"lang":"en","type":"article","venue":"Pediatric Anesthesia","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Heritage College","funders":"","keywords":"Medicine; Pulse oximetry; Cohort; Airway; Tongue; Cohort study; Surgery; Anesthesia; Internal medicine; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002930631,0.0001905138,0.000262739,0.0001086917,0.00008058084,0.00003049038,0.0003925033,0.0001041681,0.00004044482],"category_scores_gemma":[0.000181918,0.0001568443,0.0001016201,0.0008219469,0.00004602898,0.0001299271,0.00004703831,0.0002337297,0.00003204133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001006277,"about_ca_system_score_gemma":0.00003973171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001832729,"about_ca_topic_score_gemma":0.000002585697,"domain_scores_codex":[0.9989063,0.00005334549,0.0003326174,0.0002354661,0.0002029056,0.0002693789],"domain_scores_gemma":[0.9987204,0.0006842816,0.00006185138,0.0004184103,0.00005780445,0.00005723531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001422646,0.00002186978,0.9911557,0.00008575988,0.0000291898,0.00002487846,0.0002320528,0.0001839465,0.005161195,0.0002514081,0.0008833347,0.00195643],"study_design_scores_gemma":[0.0008477885,0.0000506737,0.9623346,0.00007556858,0.0003619244,0.0000167128,0.0004924263,0.0006419788,0.03011887,0.003639337,0.0008414105,0.0005787269],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918972,0.003226856,0.002546981,0.00009939205,0.0002259678,0.0002080996,0.000004843174,0.0002180637,0.001572605],"genre_scores_gemma":[0.9982355,0.0001536474,0.0009688643,0.00005862661,0.0004877366,0.00001440351,0.000004938006,0.00002914937,0.00004708223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02882112,"threshold_uncertainty_score":0.6395923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01308299977555267,"score_gpt":0.2361240134677573,"score_spread":0.2230410136922047,"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."}}