{"id":"W4417172312","doi":"10.2139/ssrn.5891321","title":"Oxygen Titration for Hypoxemic Children in Uganda: A Clinical Applicability Study","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Pulse oximetry; Oxygen; Oxygen delivery; Oxygen saturation; Hypoxia (environmental); Oxygen therapy","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":[0.002214585,0.0005948543,0.0007981624,0.0005688637,0.0009579185,0.0007468172,0.0004072612,0.0006440596,0.001834952],"category_scores_gemma":[0.009636856,0.0003419248,0.0003199211,0.0009082581,0.001190065,0.0006418234,0.0008875694,0.0008742244,0.0002489922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001129186,"about_ca_system_score_gemma":0.00195064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003138175,"about_ca_topic_score_gemma":0.003205547,"domain_scores_codex":[0.998607,0.0008867189,0.00011759,0.00009290125,0.0001379818,0.0001578394],"domain_scores_gemma":[0.9970319,0.001535061,0.0005016468,0.0001825861,0.0004196253,0.000329068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01624997,0.01663563,0.7975786,0.002581028,0.0003086204,0.00894682,0.02939847,0.0006559766,0.005545326,0.0009203333,0.001187205,0.119992],"study_design_scores_gemma":[0.004411773,0.09085768,0.851315,0.001087764,0.0005445846,0.0090261,0.03022929,0.001028732,0.002609136,0.0005863287,0.008178872,0.0001248206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984573,0.0005013089,0.00008253262,0.00006736803,0.000009514627,0.0002055672,0.00004054778,0.000001479743,0.0006344144],"genre_scores_gemma":[0.9983877,0.0007827474,0.0003465937,0.00008794251,0.00001955761,0.0001807381,0.00003692122,0.00000165497,0.0001562483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003138175,"threshold_uncertainty_score":0.01171196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03249666527816323,"score_gpt":0.3669878226061918,"score_spread":0.3344911573280285,"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."}}