{"id":"W7060864596","doi":"","title":"OPTIMAL HOME OXYGEN FLOW RATE FOR INFANTS WITH BRONCHOPULMONARY DYSPLASIA","year":2024,"lang":"en","type":"dissertation","venue":"University Library (University of Saskatchewan)","topic":"Gyrotron and Vacuum Electronics Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bronchopulmonary dysplasia; Pulse oximetry; Oxygenation; Oxygen saturation; Cohort; Hypoxia (environmental); Oxygen delivery; Prospective cohort study","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007750286,0.0004099709,0.0005448128,0.0005581674,0.0003593165,0.00007046907,0.0008633874,0.0002653583,0.001998642],"category_scores_gemma":[7.332781e-7,0.0004994337,0.0003882776,0.0005724354,0.0001298843,0.001225672,0.0002063587,0.0006621405,0.0001097362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008410898,"about_ca_system_score_gemma":0.001422988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008372561,"about_ca_topic_score_gemma":0.0005314775,"domain_scores_codex":[0.998289,0.00005977188,0.0001368931,0.000668553,0.0002850074,0.00056074],"domain_scores_gemma":[0.9990181,0.0000783575,0.0001964973,0.0003724377,0.0001278835,0.0002067665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.1054955,0.00553669,0.05965443,0.01711559,0.02942492,0.00386882,0.3236438,0.0129782,0.01002019,0.04637937,0.282995,0.1028875],"study_design_scores_gemma":[0.009510699,0.001744405,0.0115579,0.001399905,0.002069295,0.000007266966,0.7336614,0.01442214,0.002545826,0.004318191,0.215418,0.003345033],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789132,0.0002104519,0.001231882,0.0004058116,0.0002263163,0.0009187259,0.001577429,0.0001717572,0.01634443],"genre_scores_gemma":[0.7172695,0.00004997382,0.004261076,0.00001163385,0.000138177,5.95307e-7,0.006272843,0.00008712454,0.2719091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4100175,"threshold_uncertainty_score":0.9997457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005601672333538676,"score_gpt":0.1966826264252224,"score_spread":0.1910809540916837,"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."}}