{"id":"W6976999131","doi":"10.60692/zwa25-32x12","title":"Neonatal resuscitation: EN-BIRTH multi-country validation study","year":2021,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Neonatal resuscitation; Resuscitation; Tanzania; Gold standard (test); Positive pressure ventilation; Health care; Labour ward","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":[0.02164868,0.0006021116,0.0005840893,0.001011046,0.0007852688,0.001204772,0.0016022,0.0007038205,0.00225198],"category_scores_gemma":[0.03281598,0.0005522141,0.001048183,0.001516785,0.0007111948,0.0009909497,0.002292615,0.001011791,0.0009203597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001193269,"about_ca_system_score_gemma":0.001889836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01434906,"about_ca_topic_score_gemma":0.01617785,"domain_scores_codex":[0.9894615,0.006914691,0.001032137,0.001032899,0.0009280217,0.000630749],"domain_scores_gemma":[0.9713656,0.009639685,0.005292945,0.00541612,0.007494082,0.0007916558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003101001,0.0002026898,0.9899852,0.0003253111,0.0004028147,0.0001287527,0.001191766,0.000301448,0.0001733307,0.0001970449,0.001726765,0.005054743],"study_design_scores_gemma":[0.0001322511,0.0004306405,0.9882438,0.0004852648,0.0003677647,0.000485386,0.002979385,0.001316378,0.0005646553,0.0001375266,0.004825929,0.00003111696],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984914,0.0005768396,0.00263586,0.0001849731,0.00003034244,0.0007035828,0.008819508,0.00002846643,0.002106549],"genre_scores_gemma":[0.9809577,0.0002984139,0.00352684,0.0003309748,0.00001255691,0.001386226,0.0128658,0.00003592417,0.0005855259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02164868,"threshold_uncertainty_score":0.1144905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07240874794698504,"score_gpt":0.3289779478579284,"score_spread":0.2565691999109433,"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."}}