{"id":"W2974214079","doi":"10.1038/s41390-019-0566-6","title":"Clinical quantification of SpO2 instability using a new histogram classification system: a clinical study","year":2019,"lang":"en","type":"article","venue":"Pediatric Research","topic":"Cardiovascular and Diving-Related Complications","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"B.C. Women's Hospital & Health Centre; University of British Columbia","funders":"","keywords":"Histogram; Instability; Pattern recognition (psychology); Computer science; Artificial intelligence; Medicine; Physics","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":[0.01100967,0.000131857,0.0006928244,0.0004860546,0.0001197844,0.00003400527,0.0002993609,0.0002576891,0.00005461702],"category_scores_gemma":[0.002029169,0.0001199608,0.0004980621,0.001993221,0.000147848,0.00009170793,0.000147638,0.0009514983,0.0003065236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002722436,"about_ca_system_score_gemma":0.001474215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001133051,"about_ca_topic_score_gemma":0.00001774839,"domain_scores_codex":[0.9944779,0.001556613,0.001573203,0.0007706866,0.001283306,0.0003382372],"domain_scores_gemma":[0.9950529,0.001185051,0.0002812086,0.001912527,0.001223752,0.0003445422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002909196,0.001838773,0.9893612,0.0002307976,0.00013183,0.00000227502,0.00009184185,0.00003598426,0.0001797601,0.0008213652,0.0004857701,0.006529521],"study_design_scores_gemma":[0.002678271,0.0006688186,0.9877914,0.00003492244,0.0004591844,0.00001684421,0.001904513,0.005710742,0.000005282702,0.0000463136,0.0005773045,0.0001063984],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894222,0.0007053074,0.003987771,0.0001476468,0.0004167219,0.002730697,0.000005133787,0.00008562405,0.002498876],"genre_scores_gemma":[0.9978474,0.0001995086,0.0009053808,0.000006915539,0.0007121862,0.000039831,0.00002630602,0.0000256554,0.0002367757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008980501,"threshold_uncertainty_score":0.4891861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4337745654859272,"score_gpt":0.5356480351842349,"score_spread":0.1018734696983077,"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."}}