{"id":"W4323438627","doi":"10.1093/humrep/dead040","title":"Prevalence, causes, and impact of non-visualized pregnancy losses in a recurrent pregnancy loss population","year":2023,"lang":"en","type":"article","venue":"Human Reproduction","topic":"Reproductive System and Pregnancy","field":"Immunology and Microbiology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's Health Research Institute; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Pregnancy; Obstetrics; Population; Medicine; Gynecology; Biology; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004802422,0.0002383044,0.0004290056,0.0004462615,0.0001504758,0.00001473404,0.0001226561,0.0001825013,0.0001082808],"category_scores_gemma":[0.0002163333,0.0002100511,0.0001176795,0.0006138356,0.0001620062,0.0002453348,0.00008281141,0.000193049,0.00006171785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007811756,"about_ca_system_score_gemma":0.00003998663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007704364,"about_ca_topic_score_gemma":0.00004761109,"domain_scores_codex":[0.9976549,0.0003404038,0.0006276697,0.0009616836,0.00007552399,0.0003398796],"domain_scores_gemma":[0.9986619,0.00003676969,0.0003620422,0.0007840154,0.0001341736,0.00002114656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001050683,0.0002520683,0.8610488,0.001229823,0.0001309186,0.00001042932,0.002053268,0.00004962976,0.1163197,0.0003129114,0.000352865,0.01813446],"study_design_scores_gemma":[0.001043948,0.000446699,0.981232,0.003080993,0.00004023868,0.00006709519,0.00007434972,0.000002082983,0.01283117,0.000905386,0.00005876529,0.0002173033],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666668,0.03107098,0.000008058576,0.00002847701,0.0007920986,0.001049038,0.00002425519,0.0001239407,0.0002363473],"genre_scores_gemma":[0.9943448,0.001506979,0.00001275199,7.075562e-7,0.00007941449,0.000125873,0.0001923153,0.00002613023,0.003711006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1201831,"threshold_uncertainty_score":0.8565633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03432385563817061,"score_gpt":0.3495483987962426,"score_spread":0.315224543158072,"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."}}