{"id":"W2914441380","doi":"10.3390/ijns5010009","title":"Building a Newborn Screening Information Management System from Theory to Practice","year":2019,"lang":"en","type":"article","venue":"International Journal of Neonatal Screening","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Newborn Screening Ontario; Children's Hospital of Eastern Ontario","funders":"","keywords":"Flexibility (engineering); Procurement; Process management; Process (computing); Knowledge management; Information system; Work (physics); Engineering management; Computer science; Business; Engineering; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000624235,0.0001127311,0.0001350257,0.0001589733,0.00003715971,0.00009330572,0.0005265631,0.00008711435,0.00003216825],"category_scores_gemma":[0.00032883,0.0000990867,0.0001026856,0.00007709043,0.0000221516,0.00006010349,0.0002678042,0.000153964,0.00003237294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003239084,"about_ca_system_score_gemma":0.00002383329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003555076,"about_ca_topic_score_gemma":0.000001432578,"domain_scores_codex":[0.998705,0.0000725756,0.00040158,0.0001349191,0.0005347382,0.0001511996],"domain_scores_gemma":[0.9989792,0.0001037747,0.0003566533,0.0001298373,0.0003284334,0.0001021633],"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":[0.0009048078,0.000009916582,0.0004024387,0.000007619509,0.0003932031,0.00005245327,0.000134635,0.0009172798,0.003479732,0.0003494256,0.000693832,0.9926547],"study_design_scores_gemma":[0.0008761606,0.0001949833,0.0018556,0.0002930413,0.00003063636,0.0002355273,0.002881207,0.0003312798,0.001578467,0.00008411356,0.9915181,0.0001208811],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01869357,0.00030747,0.9790089,0.0006495577,0.0008892483,0.00008640105,0.00002282076,0.00001433369,0.0003277468],"genre_scores_gemma":[0.06025058,0.00002080131,0.938287,0.0008240492,0.0004703699,0.000002459478,0.00003595961,0.000009641954,0.00009914691],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9925338,"threshold_uncertainty_score":0.4040638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007855951743561695,"score_gpt":0.2779725315462516,"score_spread":0.2701165798026899,"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."}}