{"id":"W2125990234","doi":"10.1136/archdischild-2014-308082","title":"Development and validation of a simple algorithm for initiation of CPAP in neonates with respiratory distress in Malawi","year":2015,"lang":"en","type":"article","venue":"Archives of Disease in Childhood Fetal & Neonatal","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Grand Challenges Canada; World Bank Group; Bill and Melinda Gates Foundation; United States Agency for International Development","keywords":"Continuous positive airway pressure; Neonatology; Medicine; Respiratory distress; Algorithm; Intensive care medicine; Pediatrics; Emergency medicine; Anesthesia; Computer science; Pregnancy; Obstructive sleep apnea","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01018182,0.0007640244,0.0006346566,0.001684064,0.0005372636,0.00133712,0.00107007,0.0006702805,0.0006790209],"category_scores_gemma":[0.03316639,0.0003839711,0.0006372556,0.0007335456,0.0004943289,0.0009947654,0.00156052,0.0007339333,0.0002376824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001455922,"about_ca_system_score_gemma":0.002996961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008959603,"about_ca_topic_score_gemma":0.01186797,"domain_scores_codex":[0.9933762,0.003239775,0.001541569,0.0005511647,0.001072161,0.0002191251],"domain_scores_gemma":[0.984926,0.005315593,0.003202683,0.0006588264,0.005520707,0.0003761551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005952372,0.000313605,0.8436047,0.0006083185,0.0001740547,0.0002569461,0.001055361,0.008180442,0.003449071,0.0003370449,0.002399028,0.1390263],"study_design_scores_gemma":[0.000304083,0.002138539,0.8059582,0.001036186,0.0002620757,0.001804093,0.001748289,0.167603,0.01101314,0.0005872039,0.0074113,0.0001339176],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9080077,0.0010876,0.0808268,0.0009253625,0.0001874349,0.004892547,0.001037314,0.0004960714,0.00253916],"genre_scores_gemma":[0.7590608,0.0004888948,0.2366149,0.0001794054,0.00002968864,0.002201867,0.0009273675,0.00003332303,0.0004637532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01018182,"threshold_uncertainty_score":0.05384731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03472591994262543,"score_gpt":0.3272159135842203,"score_spread":0.2924899936415948,"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."}}