{"id":"W4403459342","doi":"10.2196/58439","title":"Internet-Based Abnormal Chromosomal Diagnosis During Pregnancy Using a Noninvasive Innovative Approach to Detecting Chromosomal Abnormalities in the Fetus: Scoping Review","year":2024,"lang":"en","type":"article","venue":"JMIR Bioinformatics and Biotechnology","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Miscarriage; Amniocentesis; Medicine; Chorionic villus sampling; Prenatal diagnosis; Pregnancy; Bioinformatics; CINAHL; Cell-free fetal DNA; Obstetrics; Psychological intervention; Fetus; Biology; Genetics; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002789131,0.0003002899,0.0004832509,0.0005173012,0.0001334339,0.0001222783,0.000243602,0.0003114141,0.000009399127],"category_scores_gemma":[0.0004722282,0.0002102013,0.00007755995,0.001477935,0.0001980259,0.0002390215,0.0002728084,0.0006654671,0.000009504248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001068431,"about_ca_system_score_gemma":0.0001796041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007987836,"about_ca_topic_score_gemma":0.00003001929,"domain_scores_codex":[0.9981868,0.00003812185,0.0007168972,0.000298172,0.0002518859,0.0005081674],"domain_scores_gemma":[0.9990901,0.0002911417,0.000138436,0.0003237187,0.00007529631,0.00008131895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0007088623,0.001802849,0.05653199,0.4398818,0.0009527098,0.004960604,0.04014046,0.0005382334,0.003198803,0.01291819,0.0008925633,0.437473],"study_design_scores_gemma":[0.003387327,0.002500107,0.006919206,0.7849899,0.0003317739,0.008009267,0.006448521,0.114999,0.07044698,0.00006643768,0.0003775151,0.001524007],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9665931,0.01989276,0.006853526,0.001684304,0.0001315902,0.003402023,0.00004571676,0.000358837,0.001038166],"genre_scores_gemma":[0.9786406,0.00187349,0.01804117,0.0007807194,0.00006550787,0.0005339619,0.0000328354,0.00002494186,0.000006789718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4359489,"threshold_uncertainty_score":0.8571762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03289503931411529,"score_gpt":0.2966834989310861,"score_spread":0.2637884596169708,"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."}}