{"id":"W4322695930","doi":"10.1093/humrep/der294","title":"Polar body array CGH for prediction of the status of the corresponding oocyte. Part I: clinical results","year":2011,"lang":"en","type":"article","venue":"Human Reproduction","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":175,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Aneuploidy; Zygote; Polar body; Biology; Ploidy; Andrology; Biopsy; Embryo transfer; Comparative genomic hybridization; Gynecology; Embryo; Chromosome; Genetics; Oocyte; Medicine; Pathology; Embryogenesis; Gene","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001025077,0.00007896153,0.0001822248,0.00003866581,0.0001418454,0.000003313833,0.0001024123,0.00007715248,0.00001054989],"category_scores_gemma":[0.005751911,0.00004736261,0.0001560252,0.0001570268,0.0001842898,0.00004481782,0.00004176468,0.0001897179,0.000001339641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003653459,"about_ca_system_score_gemma":0.00007015663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001919834,"about_ca_topic_score_gemma":0.00001719952,"domain_scores_codex":[0.998611,0.0001208112,0.0005502919,0.0003125987,0.0002173244,0.0001879547],"domain_scores_gemma":[0.9983485,0.000120325,0.0003967519,0.0008929991,0.0001817885,0.00005963304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008351521,0.001023813,0.9100479,0.0002435651,0.000193772,0.000001223544,0.002893295,0.00002395726,0.04226678,0.001359234,0.02176628,0.0118287],"study_design_scores_gemma":[0.001115141,0.0005136594,0.8760478,0.0001942357,0.0001625046,0.00001039096,0.000135856,0.000017011,0.112007,0.000209136,0.009547049,0.00004018444],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943815,0.0001640693,0.0002163919,0.0001956194,0.001979281,0.0007078792,0.0001579331,0.00004103935,0.002156327],"genre_scores_gemma":[0.9976006,0.00004287227,0.0003337932,0.00002371808,0.0007792788,0.00001354075,0.00004710272,0.00001226072,0.001146881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06974019,"threshold_uncertainty_score":0.688599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1366475329193813,"score_gpt":0.3439149336825486,"score_spread":0.2072674007631673,"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."}}