{"id":"W1984596338","doi":"10.1002/pd.3856","title":"Referral patterns for microarray testing in prenatal diagnosis","year":2012,"lang":"en","type":"article","venue":"Prenatal Diagnosis","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Referral; Medicine; Prenatal diagnosis; Genetic testing; Pediatrics; Obstetrics; Family medicine; Pregnancy; Fetus; Biology; Genetics; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005195906,0.0004457095,0.0007003519,0.0004732273,0.0001341494,0.00006588395,0.0002989039,0.0002933371,0.0001960734],"category_scores_gemma":[0.004430815,0.000418978,0.0003376336,0.0008502465,0.00008737951,0.0005284684,0.0002589052,0.0004425621,0.00007046868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001954043,"about_ca_system_score_gemma":0.00006623086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001057336,"about_ca_topic_score_gemma":0.0002582583,"domain_scores_codex":[0.9969942,0.00007887334,0.0006418012,0.0006259507,0.000409274,0.001249916],"domain_scores_gemma":[0.995527,0.002985101,0.0001731792,0.000573516,0.0001420648,0.0005991231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001567583,0.0009779349,0.9742249,0.0004705742,0.0002249953,0.00004051114,0.0004586954,0.00004128096,0.00004781298,0.0001560808,0.002425156,0.0207753],"study_design_scores_gemma":[0.002788732,0.0004807726,0.9541336,0.001233895,0.0007687146,0.00005693802,0.0001272009,0.0004512806,0.03578733,0.00007121758,0.003505332,0.0005949962],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906089,0.002672527,0.001006802,0.000654508,0.0006891516,0.001559121,0.001069391,0.0002809333,0.001458647],"genre_scores_gemma":[0.9859526,0.0002148268,0.008441924,0.0005858536,0.0006378222,0.003221114,0.0007323601,0.0000834149,0.000130138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03573951,"threshold_uncertainty_score":0.9998262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06307827925551736,"score_gpt":0.3073434032244345,"score_spread":0.2442651239689172,"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."}}