{"id":"W4323666025","doi":"10.3389/fped.2023.1147512","title":"It is high time we reduce “routine” blood work in neonatal units","year":2023,"lang":"en","type":"article","venue":"Frontiers in Pediatrics","topic":"Infant Development and Preterm Care","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Children's Hospital of Winnipeg","funders":"","keywords":"Medicine; Neonatology; Intensive care medicine; Work (physics); Pediatrics; Pregnancy","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":[0.003985615,0.001013155,0.0007592178,0.0008859509,0.001814754,0.00401799,0.002043428,0.003203185,0.05917875],"category_scores_gemma":[0.0427535,0.00025413,0.00100225,0.0007949463,0.001193076,0.003961519,0.002569712,0.005470972,0.01612506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0034746,"about_ca_system_score_gemma":0.007509522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008596556,"about_ca_topic_score_gemma":0.007151522,"domain_scores_codex":[0.9954053,0.001613578,0.0003928671,0.0005064986,0.001271236,0.000810542],"domain_scores_gemma":[0.9745222,0.006462794,0.002943286,0.001249261,0.007505758,0.007316688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005170069,0.0004294169,0.02241038,0.001465159,0.0001302957,0.000985384,0.0007989149,0.0004726761,0.001401011,0.007660618,0.4929929,0.4707363],"study_design_scores_gemma":[0.0001784736,0.0006742427,0.07717011,0.008370641,0.0001865325,0.003556839,0.005569167,0.0005206841,0.002316859,0.02502106,0.8762671,0.0001683244],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03175119,0.06470554,0.01241086,0.8053624,0.03469623,0.0001807074,0.001627486,0.001798206,0.04746746],"genre_scores_gemma":[0.3398745,0.1426444,0.04877638,0.3544798,0.06155079,0.0008336956,0.00376169,0.001998484,0.04608017],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05917875,"threshold_uncertainty_score":0.1979727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01266066224966248,"score_gpt":0.2327809340729422,"score_spread":0.2201202718232798,"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."}}