{"id":"W4402670093","doi":"10.1097/ogx.0000000000001318","title":"Role of Genetic Analysis of Products of Conception and PGT in Managing Early Pregnancy Loss","year":2024,"lang":"en","type":"article","venue":"Obstetrical & Gynecological Survey","topic":"Birth, Development, and Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Pregnancy; Products of conception; Obstetrics; Genetics; Abortion","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":[0.0004542695,0.0001103451,0.0006544277,0.0004659246,0.0000147438,0.000005881502,0.0000717797,0.0001430287,0.00009032974],"category_scores_gemma":[0.002407319,0.00008285651,0.00007343885,0.002873085,0.0001840571,0.00002835237,0.00005834714,0.0001763345,0.000002553499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006452311,"about_ca_system_score_gemma":0.0001051989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00031972,"about_ca_topic_score_gemma":0.0001448077,"domain_scores_codex":[0.9983299,0.000234175,0.0006084844,0.0003443414,0.0002654741,0.0002175629],"domain_scores_gemma":[0.9982443,0.001212009,0.0001218137,0.0001643878,0.0001587642,0.00009871006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005389763,0.0002442758,0.9685735,0.0004305936,0.000168006,0.00002301556,0.0002995091,0.00001418329,0.001097233,0.001181705,0.0000085334,0.02790561],"study_design_scores_gemma":[0.00038878,0.0005080029,0.9970729,0.0001543765,0.0001671694,0.000001149918,0.00004856769,0.0005454965,0.0002929946,0.000724306,0.00002094136,0.00007525153],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871938,0.01177786,0.00004804145,0.0001010143,0.00006244042,0.0003227816,0.00002048611,0.00001507566,0.0004585441],"genre_scores_gemma":[0.9900042,0.009180886,0.0007077499,0.00002420961,0.000010068,0.000009063736,0.00002651325,0.000007278646,0.00003005969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02849953,"threshold_uncertainty_score":0.337879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03613406407176688,"score_gpt":0.3010131844949414,"score_spread":0.2648791204231745,"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."}}