{"id":"W3216151893","doi":"10.1016/j.fertnstert.2021.11.006","title":"Hope for predicting successful pregnancy in couples with recurrent losses?","year":2021,"lang":"en","type":"letter","venue":"Fertility and Sterility","topic":"Reproductive System and Pregnancy","field":"Immunology and Microbiology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine; McGill University; Institut National de Santé Publique du Québec; Université de Montréal; McGill University Health Centre","funders":"Fonds de Recherche du Québec - Santé","keywords":"Pregnancy; Live birth; Medicine; Early Pregnancy Loss; Gestation; Gynecology; Fertility; Obstetrics; Hum; Abortion; Guideline; Population; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005662657,0.0004757508,0.0009858587,0.00008463938,0.0002457283,0.00006911542,0.000219849,0.001023176,0.0001606516],"category_scores_gemma":[0.0002246955,0.0003818904,0.0001418801,0.0001461364,0.0003821969,0.0001730175,0.000160912,0.001218321,0.000006404872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007139975,"about_ca_system_score_gemma":0.0001576668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004110812,"about_ca_topic_score_gemma":0.001133117,"domain_scores_codex":[0.9964292,0.0007407314,0.0006982004,0.001455029,0.00007010125,0.0006067278],"domain_scores_gemma":[0.9981394,0.0003721619,0.000285369,0.0009314714,0.0002467216,0.00002482765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03243585,0.001587998,0.7006053,0.05157226,0.002554032,0.004949843,0.008848979,0.000005764737,0.002305928,0.00001803979,0.08635031,0.1087657],"study_design_scores_gemma":[0.003423894,0.001050853,0.7349322,0.009619731,0.0002788245,0.001152231,0.000628549,0.000008980358,0.001535577,0.0004161525,0.2457294,0.001223558],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7580307,0.1971259,0.0006168806,0.03406175,0.002862591,0.004269568,0.001980868,0.0001612671,0.0008904032],"genre_scores_gemma":[0.9888296,0.0002698522,0.0001126482,0.005327519,0.0003262828,0.0007636677,0.001898253,0.00005847519,0.002413698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2307989,"threshold_uncertainty_score":0.9998633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02950449383810916,"score_gpt":0.2562563301368574,"score_spread":0.2267518362987483,"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."}}