{"id":"W2132327273","doi":"10.1093/humrep/det357","title":"Ranking and selection of MII oocytes in human ICSI cycles using gene expression levels from associated cumulus cells","year":2013,"lang":"en","type":"article","venue":"Human Reproduction","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Victoria University of Wellington; New Zealand Government; University of Victoria; Tertiary Education Commission; Merck","keywords":"Andrology; Selection (genetic algorithm); Biology; Ranking (information retrieval); Gene expression; Gene; Oocyte; Genetics; Medicine; Embryo; Computer science; Information retrieval; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.0005910416,0.0001463088,0.0003416158,0.0001549713,0.0001960295,0.00001321222,0.0000419091,0.0001810152,0.0001341973],"category_scores_gemma":[0.0002247749,0.0001349966,0.00004805442,0.000167732,0.0001486105,0.0001838875,0.00004133361,0.0002255247,0.00000267063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001234388,"about_ca_system_score_gemma":0.00001950157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001473191,"about_ca_topic_score_gemma":0.0000397567,"domain_scores_codex":[0.9983206,0.0001976494,0.0004174221,0.0007443447,0.0001410413,0.0001789797],"domain_scores_gemma":[0.9991359,0.00002516803,0.0002472908,0.0003378018,0.00021414,0.00003973816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000138315,0.000168638,0.1513081,0.00002699805,0.00002956031,8.332239e-7,0.0004573548,0.00004195917,0.8469216,0.000003011862,0.00002222949,0.0008814395],"study_design_scores_gemma":[0.0004124507,0.00006364552,0.4979521,0.00006410707,0.00002611627,0.000004384125,0.00005748288,0.00009817605,0.5005025,0.0007509956,0.000005556984,0.00006248063],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986134,0.0004193921,0.0001048298,0.00005318873,0.000172865,0.000520911,0.000003330993,0.00005563111,0.00005650498],"genre_scores_gemma":[0.9984257,0.00001207582,0.0009676462,0.00001132289,0.0003695395,0.00001422907,0.00003584664,0.00001653478,0.0001470842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.346644,"threshold_uncertainty_score":0.5505002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06128929695109347,"score_gpt":0.3145445253358722,"score_spread":0.2532552283847788,"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."}}