{"id":"W2976686666","doi":"10.1016/j.fertnstert.2019.07.603","title":"Can we predict who will develop a blastocyst from an IVF/ICSI cycle?","year":2019,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; London Health Sciences Centre","funders":"","keywords":"Blastocyst; Blastocyst Transfer; Andrology; Gynecology; Embryo transfer; Embryo; Medicine; Embryo cryopreservation; Fertility; Biology; Embryogenesis; Population; Genetics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003944903,0.0004866096,0.001276369,0.001471645,0.0005986225,0.0025842,0.001121121,0.002140397,0.009223478],"category_scores_gemma":[0.03577289,0.0003393613,0.000702569,0.0007556317,0.001048434,0.003505202,0.0006125231,0.002414276,0.005192813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008596572,"about_ca_system_score_gemma":0.002021897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004623977,"about_ca_topic_score_gemma":0.006644807,"domain_scores_codex":[0.9989198,0.0003964429,0.0001259484,0.0001524153,0.000235612,0.0001696689],"domain_scores_gemma":[0.9846789,0.008969724,0.002253805,0.000363702,0.002373325,0.00136053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009968058,0.0004707414,0.5504778,0.0004776771,0.0002383982,0.000798284,0.0002735938,0.006929948,0.0007751609,0.007011095,0.06071129,0.3708392],"study_design_scores_gemma":[0.0002597651,0.001803894,0.5833398,0.002798721,0.001074198,0.008381871,0.006019574,0.1063256,0.005200141,0.1518153,0.1325703,0.0004108872],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4910006,0.05682268,0.06232803,0.2626444,0.006827583,0.0005785819,0.01277209,0.0009669702,0.1060592],"genre_scores_gemma":[0.9309484,0.02249037,0.01902102,0.01004613,0.004510263,0.0002102054,0.005182812,0.0001482278,0.007442715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009223478,"threshold_uncertainty_score":0.03085566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01698751201461707,"score_gpt":0.2613915316020128,"score_spread":0.2444040195873957,"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."}}