{"id":"W4220769056","doi":"10.1136/bmjpo-2021-001376","title":"Risk calculator for advanced neonatal resuscitation","year":2022,"lang":"en","type":"article","venue":"BMJ Paediatrics Open","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Calculator; Logistic regression; Resuscitation; Sample size determination; Multivariable calculus; Medicine; Statistics; Computer science; Emergency medicine; Mathematics; Engineering","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":[0.002662448,0.0001324356,0.0002889092,0.0002484064,0.0006176118,0.00005209344,0.0005124553,0.0000589857,0.0002776506],"category_scores_gemma":[0.003510267,0.0001337101,0.0001109557,0.0007691393,0.0000320408,0.0002014165,0.0007730908,0.0004768352,0.00006190096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004321529,"about_ca_system_score_gemma":0.001304894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001454641,"about_ca_topic_score_gemma":0.0000293235,"domain_scores_codex":[0.9975253,0.000203778,0.0004388686,0.0004513712,0.0009142994,0.000466413],"domain_scores_gemma":[0.9978972,0.0007471076,0.0002190327,0.0005056903,0.0002793376,0.0003516031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01643474,0.0004371166,0.04443379,0.001207068,0.0001122748,0.0003668144,0.00070443,0.0008990046,0.0009081503,0.003806914,0.06118184,0.8695078],"study_design_scores_gemma":[0.008990412,0.001718901,0.01904204,0.00001250241,0.00007104836,0.00003503834,0.0005689652,0.001815682,0.0002925768,0.001277656,0.965908,0.0002671656],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9315969,0.008794926,0.005546929,0.009272336,0.002301098,0.03465046,0.002643059,0.0002181938,0.00497613],"genre_scores_gemma":[0.9012955,0.000699228,0.05953114,0.006973293,0.002133718,0.01682741,0.001203857,0.0002920607,0.0110438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9047261,"threshold_uncertainty_score":0.5452541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06085575823200741,"score_gpt":0.4306564453869731,"score_spread":0.3698006871549657,"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."}}