{"id":"W4307393598","doi":"10.1016/j.fertnstert.2022.08.241","title":"A NON-INVASIVE, 2-DIMENSIONAL (2D) IMAGE ANALYSIS ARTIFICIAL INTELLIGENCE (AI) TOOL SCORES MATURE OOCYTES AND CORRELATES WITH THE QUALITY OF SUBSEQUENT BLASTOCYST DEVELOPMENT","year":2022,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"CReATe Fertility Centre","funders":"","keywords":"Blastocyst; Magenta; Andrology; Biology; Artificial intelligence; Embryo; Computer science; Embryogenesis; Medicine; Cell biology; Speech recognition","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":[0.0006514026,0.0005318596,0.0004519357,0.0031241,0.0001719313,0.0011001,0.0003987747,0.0006814828,0.002053216],"category_scores_gemma":[0.002584343,0.00019886,0.000415935,0.001196941,0.0003421745,0.0005119128,0.0005760775,0.0003261396,0.0006984047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002176401,"about_ca_system_score_gemma":0.000252111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000787517,"about_ca_topic_score_gemma":0.001705625,"domain_scores_codex":[0.9993883,0.0001169145,0.00003496158,0.00009054708,0.0003436667,0.00002558903],"domain_scores_gemma":[0.9984455,0.0006936356,0.0003480499,0.00008790299,0.0003580409,0.00006697563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008209518,0.0003496496,0.1064948,0.0006152401,0.0001942229,0.0003854621,0.00025482,0.005242102,0.3430485,0.001734809,0.004010078,0.5368494],"study_design_scores_gemma":[0.0001255263,0.002047044,0.561547,0.0001624795,0.0003840058,0.008929662,0.0004682783,0.184774,0.2257668,0.003557195,0.01188913,0.0003488565],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4815328,0.003412818,0.4906671,0.0004577016,0.0002156459,0.0005281487,0.002943321,0.003296907,0.01694551],"genre_scores_gemma":[0.7684666,0.0015871,0.2212875,0.0003671682,0.0001158529,0.0004458316,0.001457204,0.000182577,0.00609015],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0031241,"threshold_uncertainty_score":0.00686866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03135602593009473,"score_gpt":0.2894523703247937,"score_spread":0.258096344394699,"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."}}