{"id":"W3161660124","doi":"10.1093/biolre/ioab095","title":"Biochemical markers for pregnancy in the spent culture medium of in vitro produced bovine embryos","year":2021,"lang":"en","type":"article","venue":"Biology of Reproduction","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Embryo culture; Andrology; Biology; Embryo; Pregnancy; In vitro; Chemically defined medium; Gynecology; Embryogenesis; Biochemistry; Medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001043982,0.0001140481,0.0003900484,0.00007609469,0.00001876866,8.808812e-7,0.00009446865,0.0002085297,0.00001280071],"category_scores_gemma":[0.00290369,0.00007497743,0.00009756338,0.0003125713,0.0003199353,0.0000299318,0.00003222404,0.0002033219,7.328253e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003694422,"about_ca_system_score_gemma":0.0001144764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002208877,"about_ca_topic_score_gemma":0.000004810447,"domain_scores_codex":[0.9983461,0.0002249251,0.0004394902,0.0007421697,0.00007354937,0.0001738008],"domain_scores_gemma":[0.9987707,0.00005518235,0.0001602457,0.0007403362,0.0002545424,0.00001900396],"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":[0.006303966,0.0005509661,0.03942335,0.0002410261,0.00004204481,0.000003462358,0.0003947926,2.869694e-7,0.9460804,0.00005948596,0.0004359108,0.006464303],"study_design_scores_gemma":[0.0007779963,0.0003738533,0.2362029,0.00008350791,0.00002567851,0.00005279188,0.000301769,0.000002311862,0.7597495,0.00048568,0.001891895,0.0000520967],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980055,0.01241718,0.00003741074,0.005849936,0.0004358316,0.00100449,0.00001303023,0.000009794981,0.0001773],"genre_scores_gemma":[0.9976966,0.0003509455,0.001151169,0.00003285527,0.0002695733,0.00008614368,0.0001891953,0.000005899341,0.0002176404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1967795,"threshold_uncertainty_score":0.3476198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02537237756976288,"score_gpt":0.3029838689914872,"score_spread":0.2776114914217243,"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."}}