{"id":"W7069664806","doi":"","title":"Preface","year":2020,"lang":"en","type":"article","venue":"TU/e Research Portal","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Anna University; University of Waterloo; University of California, Irvine; Universität Salzburg; Aalborg Universitet; Dalhousie University; Oulun Yliopisto; Technische Universiteit Eindhoven; Università degli Studi di Padova; University of Twente; University of Wollongong","keywords":"","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003517198,0.00006738404,0.0001347228,0.00004664528,0.00006892805,0.0000210139,0.000112853,0.00005732229,0.0009761955],"category_scores_gemma":[0.002418474,0.00005569324,0.00005021263,0.0002847716,0.0001050314,0.00005074718,0.0001327827,0.0004869818,0.0009274344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001181067,"about_ca_system_score_gemma":0.0001693403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008737521,"about_ca_topic_score_gemma":0.000004549705,"domain_scores_codex":[0.9985366,0.00004927368,0.0001262775,0.0002102485,0.0007010087,0.000376521],"domain_scores_gemma":[0.9989133,0.0001843797,0.0000145789,0.0001901821,0.0001277379,0.0005697844],"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":[0.0009029701,0.0003770033,0.1092696,0.0003722483,0.0001456685,0.006199901,0.001177866,0.00002085357,0.01132138,0.006212831,0.8341592,0.02984053],"study_design_scores_gemma":[0.007877981,0.007699469,0.373029,0.0006780753,0.0001343544,0.0005939804,0.002799013,0.007744524,0.06301596,0.001028218,0.5345147,0.0008847141],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6540416,0.0009016873,0.0002469357,0.01947599,0.00005753683,0.0005646458,0.00003396094,0.000269119,0.3244085],"genre_scores_gemma":[0.9969902,0.00005379197,0.0005010729,0.0004809608,0.000362197,0.00001162574,0.0000400035,0.00001544259,0.00154473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3429485,"threshold_uncertainty_score":0.9999371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1709510359156701,"score_gpt":0.4284310365900961,"score_spread":0.257480000674426,"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."}}