{"id":"W3089746487","doi":"10.1542/peds.2020-016915k","title":"Achieving Country-Wide Scale for Helping Babies Breathe and Helping Babies Survive","year":2020,"lang":"en","type":"article","venue":"PEDIATRICS","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster Children's Hospital","funders":"","keywords":"Medicine; Trainer; Neonatal resuscitation; Scale (ratio); Nursing; Family medicine; Resuscitation; Emergency medicine","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":[0.005425556,0.0003430214,0.0001902683,0.0005213761,0.001039062,0.001128932,0.0007973957,0.0006630689,0.007521964],"category_scores_gemma":[0.00742113,0.0002464969,0.0005734977,0.0004474446,0.000485734,0.001269481,0.003211681,0.001568501,0.0015728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008246612,"about_ca_system_score_gemma":0.004739917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00782662,"about_ca_topic_score_gemma":0.01763186,"domain_scores_codex":[0.9984753,0.0007168283,0.00006753198,0.0001767403,0.000261325,0.0003023542],"domain_scores_gemma":[0.9967157,0.0009666414,0.0003780781,0.0001964631,0.0007255316,0.001017627],"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":[0.0004862783,0.002405982,0.1003076,0.002501003,0.0001342612,0.000671875,0.007276305,0.0003574889,0.0066317,0.002238707,0.05961113,0.8173777],"study_design_scores_gemma":[0.0007284017,0.006276341,0.5756009,0.003841611,0.0003429128,0.001204712,0.02435754,0.001860018,0.00818966,0.001523622,0.3759004,0.0001740315],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.844228,0.006048663,0.02565468,0.02968619,0.001650357,0.008283934,0.008340828,0.003243153,0.07286415],"genre_scores_gemma":[0.820289,0.006692468,0.1199688,0.0118198,0.0002483757,0.008957881,0.006021662,0.0002881478,0.02571389],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.00782662,"threshold_uncertainty_score":0.02869344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01728372005156989,"score_gpt":0.2617349911334216,"score_spread":0.2444512710818517,"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."}}