{"id":"W4307396299","doi":"10.1016/j.fertnstert.2022.08.837","title":"HUMAN BLASTOCYST EUPLOID PREDICTION BASED ON 3D MORPHOLOGICAL EVALUATION","year":2022,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"AI in cancer detection","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"CReATe Fertility Centre; University of Toronto","funders":"","keywords":"Blastocyst; Ploidy; Andrology; Computer science; Biology; Embryo; Cell biology; Medicine; Embryogenesis; 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":[0.0003363744,0.0005643045,0.0003486004,0.001628009,0.000188899,0.0007751365,0.0003550987,0.0006121169,0.002882331],"category_scores_gemma":[0.001004791,0.0002930603,0.0005087464,0.0005477909,0.0001551902,0.000301624,0.0004549693,0.0002397019,0.001482662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001677274,"about_ca_system_score_gemma":0.00026758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002030466,"about_ca_topic_score_gemma":0.002987632,"domain_scores_codex":[0.9998333,0.00002173053,0.0000127861,0.00003712973,0.00006775166,0.00002731656],"domain_scores_gemma":[0.9997343,0.0000914409,0.00003052828,0.00002630829,0.00009138118,0.00002597285],"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":[0.001179707,0.0001158537,0.1092457,0.0005297387,0.0001342645,0.002576943,0.0002409704,0.04080928,0.2076654,0.001535938,0.009208627,0.6267575],"study_design_scores_gemma":[0.00004655301,0.0003114996,0.1129041,0.0001443501,0.0002416522,0.00452826,0.0003137362,0.7459655,0.1199919,0.001854519,0.0135814,0.000116581],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5202519,0.003668699,0.4517912,0.000397948,0.0001422264,0.0003175715,0.004493632,0.004385393,0.01455143],"genre_scores_gemma":[0.8926371,0.001792612,0.09652259,0.0001803382,0.00003915842,0.0001156288,0.002840515,0.0002079407,0.005664133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002882331,"threshold_uncertainty_score":0.009642363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04550975125344064,"score_gpt":0.2808706017715013,"score_spread":0.2353608505180607,"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."}}