{"id":"W2595451403","doi":"10.12688/f1000research.10408.1","title":"Recent Advances in Pediatric Ventilatory Assistance","year":2017,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Open peer review; Plant biology; Physiology; Neuroscience; Medicine; Anesthesiology; Intensive care medicine; Biology; Anesthesia","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001405447,0.0002930623,0.0006170372,0.0006215518,0.0001275884,0.00009786951,0.0006881683,0.0004484556,0.0009444028],"category_scores_gemma":[0.0003882682,0.0002749414,0.0001749273,0.0001909206,0.0001148714,0.0001587258,0.0008271728,0.00192399,0.0003192669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003091311,"about_ca_system_score_gemma":0.001720908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009710515,"about_ca_topic_score_gemma":0.00007978422,"domain_scores_codex":[0.9967372,0.0000947629,0.0004742816,0.0007915861,0.001211255,0.0006909477],"domain_scores_gemma":[0.9975021,0.00004852907,0.0002234581,0.001539095,0.0003238622,0.0003629022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001044102,0.0006292312,0.660964,0.003637854,0.00005442873,0.002772906,0.0001943173,0.00002769097,0.0004538578,0.0004504042,0.01957073,0.3102005],"study_design_scores_gemma":[0.0009282891,0.0001671628,0.1854487,0.0003839118,0.00004727089,0.000009172573,0.00003921262,0.0000714112,0.0009805767,0.002107031,0.8095326,0.0002846488],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.504743,0.3345664,0.0001960618,0.002383562,0.004532229,0.004008616,0.00008776603,0.0002731621,0.1492092],"genre_scores_gemma":[0.5189874,0.4454397,0.00132924,0.0003495088,0.003157823,0.0008511498,0.0002853108,0.0002228472,0.029377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7899619,"threshold_uncertainty_score":0.9999703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07930251938701113,"score_gpt":0.407696592330423,"score_spread":0.3283940729434118,"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."}}