{"id":"W4414475411","doi":"10.1016/j.resplu.2025.101109","title":"Volume targeted mask ventilation during simulated neonatal resuscitation – A randomized crossover manikin study","year":2025,"lang":"en","type":"article","venue":"Resuscitation Plus","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Alexandra Hospital; University of Alberta","funders":"","keywords":"Neonatal resuscitation; Leak; Volume (thermodynamics); Ventilation (architecture); Crossover study; Resuscitation","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"],"consensus_categories":[],"category_scores_codex":[0.001931145,0.0002828868,0.0007122235,0.0009950106,0.0004302195,0.000135437,0.000173818,0.0002015343,0.0001756806],"category_scores_gemma":[0.004074161,0.0002735707,0.0002028232,0.001549782,0.0001718063,0.0004112668,0.0001046381,0.0005082338,0.0002062852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009125645,"about_ca_system_score_gemma":0.0007717228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002243405,"about_ca_topic_score_gemma":0.00009071704,"domain_scores_codex":[0.9958282,0.0006802676,0.001060475,0.0006783899,0.001197899,0.0005547868],"domain_scores_gemma":[0.9974034,0.0007237224,0.0002822611,0.0005410681,0.0008040125,0.0002455151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9207984,0.000995004,0.01671987,0.004117005,0.001014272,0.0008450375,0.008730141,0.01175675,0.01747806,0.002383484,0.001098389,0.01406363],"study_design_scores_gemma":[0.493478,0.0004572688,0.4050728,0.0006581942,0.0003584187,0.000009808979,0.002255158,0.08906905,0.002185078,0.001177989,0.004774674,0.000503579],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882033,0.0009636242,0.002617975,0.0009330269,0.0006043133,0.005217672,0.00002329061,0.0002521765,0.001184587],"genre_scores_gemma":[0.9901806,0.00003598941,0.0005057371,0.0002654062,0.0001175805,0.0001932251,0.0002032021,0.00004440721,0.008453905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4273204,"threshold_uncertainty_score":0.9999716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02098906594771001,"score_gpt":0.3583626853281405,"score_spread":0.3373736193804305,"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."}}