{"id":"W4307608060","doi":"10.1101/2022.10.20.22281296","title":"Development and evaluation of a live birth prediction model for evaluating human blastocysts: a retrospective study","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Research Chairs; University of Toronto; University of New Brunswick","funders":"","keywords":"Blastocyst; Live birth; Receiver operating characteristic; Blastocyst Transfer; Medicine; Obstetrics; Gynecology; Andrology; Computer science; Biology; Machine learning; Pregnancy; Embryo; Embryogenesis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003383582,0.0006513933,0.000641902,0.001690728,0.0002172476,0.0007569552,0.0008261935,0.0005902962,0.0009848628],"category_scores_gemma":[0.006265463,0.0003498189,0.0007959214,0.0007192663,0.0002732117,0.0005013599,0.0004899125,0.0004715495,0.0003422438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000515398,"about_ca_system_score_gemma":0.0006032352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006263429,"about_ca_topic_score_gemma":0.003523787,"domain_scores_codex":[0.9993585,0.0002005553,0.00008989255,0.0001613086,0.0001560823,0.00003362533],"domain_scores_gemma":[0.9969995,0.001476551,0.0003119266,0.0003191098,0.0007419864,0.0001508345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001083839,0.0005098233,0.815961,0.000297697,0.0005437825,0.002022836,0.0001971008,0.04319432,0.003740365,0.0004237574,0.002387561,0.1296379],"study_design_scores_gemma":[0.0001142161,0.001259309,0.1689971,0.0001366002,0.0005722474,0.002182091,0.000365203,0.8168555,0.00633372,0.0004166731,0.00269937,0.00006796911],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9585623,0.0009828771,0.03751983,0.0001145152,0.0000266462,0.0002747386,0.001846822,0.0001531866,0.000519146],"genre_scores_gemma":[0.9750542,0.0006390775,0.01938351,0.00004524591,0.00002696415,0.0001973569,0.004164617,0.00001847992,0.0004705335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006263429,"threshold_uncertainty_score":0.01789427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1471685990748869,"score_gpt":0.4017314642811189,"score_spread":0.254562865206232,"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."}}