{"id":"W4292641336","doi":"10.1101/2022.08.20.22278507","title":"LARGE VOLUME SURFACTANT ADMINISTRATION IN PREMATURE INFANTS LESS THAN 35 WEEKS USING MINIMALLY INVASIVE SURFACTANT THERAPY","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Boniface Hospital; Health Sciences Centre; University of Manitoba","funders":"","keywords":"Pulmonary surfactant; Medicine; Continuous positive airway pressure; Gestational age; Anesthesia; Surfactant therapy; Catheter; Birth weight; Low birth weight; Gestation; Surgery; Pregnancy; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00100603,0.0002967516,0.0008911314,0.000206807,0.0002231407,0.0003642286,0.0002726247,0.000686917,0.0006663688],"category_scores_gemma":[0.001429255,0.0001373561,0.0006523106,0.0001582164,0.000340074,0.000161936,0.0002374661,0.0006051196,0.00005599642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004662079,"about_ca_system_score_gemma":0.001315029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001198554,"about_ca_topic_score_gemma":0.00365829,"domain_scores_codex":[0.9994986,0.000259604,0.00006355586,0.00003230846,0.00008433075,0.00006156381],"domain_scores_gemma":[0.9993568,0.0001845613,0.0001791585,0.0000275473,0.00005317321,0.0001987208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.5979791,0.02467087,0.04411335,0.005525551,0.001857579,0.0009973219,0.0004846978,0.0008871016,0.07745973,0.0004310666,0.001256694,0.2443369],"study_design_scores_gemma":[0.07741915,0.8205096,0.09149539,0.0003388815,0.0006886663,0.0005023766,0.0001434329,0.0007103792,0.00558877,0.0001266924,0.002453569,0.00002323735],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953517,0.003553241,0.000139191,0.00009353119,0.0000379448,0.0005399603,0.00003249809,0.000005421651,0.0002464527],"genre_scores_gemma":[0.9951899,0.002800884,0.000788609,0.0001732534,0.00009344048,0.0006887265,0.00006506577,0.000001459183,0.0001986175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001198554,"threshold_uncertainty_score":0.005320489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.091239248877328,"score_gpt":0.3861244596930854,"score_spread":0.2948852108157574,"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."}}