{"id":"W2085907089","doi":"10.1016/j.earlhumdev.2012.09.010","title":"Developing a neonatal unit ventilation protocol for the preterm baby","year":2012,"lang":"en","type":"article","venue":"Early Human Development","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Intensive care medicine; Ventilation (architecture); Mechanical ventilation; Intubation; Neonatal intensive care unit; Protocol (science); Intensive care unit; Anesthesia; Pediatrics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04432964,0.0006967182,0.0008882144,0.002028888,0.002507074,0.002387461,0.00310948,0.001799671,0.005706643],"category_scores_gemma":[0.07153717,0.0007058847,0.000919226,0.000983939,0.0009947162,0.002054058,0.002870632,0.003900617,0.002259942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004029813,"about_ca_system_score_gemma":0.01734047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004603304,"about_ca_topic_score_gemma":0.006534351,"domain_scores_codex":[0.9787487,0.01154756,0.005277501,0.001151123,0.002478653,0.0007963535],"domain_scores_gemma":[0.9692313,0.01035155,0.00443633,0.003556155,0.009712955,0.00271169],"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":[0.002994725,0.004275081,0.03595369,0.002094739,0.0002098497,0.003505924,0.007372718,0.008504965,0.03291105,0.01875075,0.05275983,0.8306666],"study_design_scores_gemma":[0.004941938,0.02811955,0.2518265,0.01648372,0.001280752,0.009728402,0.02590572,0.05920048,0.150062,0.03522921,0.4157012,0.001520628],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1208122,0.00209132,0.5904951,0.02087776,0.004625847,0.2207424,0.001882751,0.004254075,0.03421849],"genre_scores_gemma":[0.146212,0.001594214,0.7311698,0.005343672,0.0006602774,0.1072836,0.001333288,0.0003283112,0.006074822],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04432964,"threshold_uncertainty_score":0.2344404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.19104996181932,"score_gpt":0.4496748554984082,"score_spread":0.2586248936790882,"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."}}