{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005219239,0.0003812069,0.0003881003,0.0005804534,0.0002673082,0.000816386,0.0004603342,0.0004625928,0.001248044],"category_scores_gemma":[0.01941901,0.0002435426,0.0003785323,0.0002501465,0.0004189606,0.0007291114,0.0006253905,0.0005277364,0.0004281285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001716231,"about_ca_system_score_gemma":0.0005331913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006073638,"about_ca_topic_score_gemma":0.0006016819,"domain_scores_codex":[0.9969391,0.001106282,0.0003408807,0.0004142481,0.0009603853,0.0002392175],"domain_scores_gemma":[0.9845323,0.00899176,0.003336797,0.001068313,0.001636519,0.0004343087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008251076,0.0001038473,0.9698258,0.00007323958,0.00004844457,0.0002444977,0.0002931174,0.0001556472,0.009309163,0.00002188098,0.00008568072,0.0190137],"study_design_scores_gemma":[0.00003514097,0.004077654,0.9774749,0.00006071559,0.0001102035,0.003153944,0.0004587927,0.001218443,0.01265785,0.00003343986,0.000698492,0.0000205451],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952017,0.0003839939,0.003371884,0.00004907519,0.00002116778,0.00007432533,0.000124452,0.0000276494,0.0007457039],"genre_scores_gemma":[0.9973863,0.0001179706,0.002195475,0.00002293343,0.00001888519,0.00003700277,0.0001200984,0.000006335961,0.00009499787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005219239,"threshold_uncertainty_score":0.02760231,"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."}}