{"id":"W4401837918","doi":"10.1093/humrep/deae176","title":"Doppler ultrasound and first trimester pregnancy: not always a happy marriage","year":2024,"lang":"en","type":"letter","venue":"Human Reproduction","topic":"Ectopic Pregnancy Diagnosis and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Cancer Research","funders":"","keywords":"Obstetrics and gynaecology; Medicine; Population; Library science; Pregnancy; Biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002394117,0.0004187271,0.0005580272,0.0002750628,0.0001730902,0.0001490929,0.0001137667,0.0004538615,0.000409409],"category_scores_gemma":[0.0001290527,0.0003643568,0.0002014707,0.0001321177,0.0001127483,0.00009182446,0.0001274417,0.001119139,0.0001610328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001341076,"about_ca_system_score_gemma":0.00003840357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007307035,"about_ca_topic_score_gemma":0.00001939863,"domain_scores_codex":[0.9971896,0.00004843428,0.0004572147,0.001544228,0.0003890441,0.0003714729],"domain_scores_gemma":[0.9982868,0.00005666613,0.0001575299,0.001365826,0.00006731333,0.00006587082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001246235,0.00006658235,0.0004688021,0.003218406,0.0002425028,0.0005231404,0.0003925355,2.235188e-7,0.0001989343,0.0002269084,0.9919425,0.002706991],"study_design_scores_gemma":[0.0005272644,0.0002412507,0.004290001,0.00495094,0.000720239,0.0003961335,0.00001546295,0.000001331923,0.0007181115,0.0008460617,0.9869307,0.0003624601],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.008958187,0.03004444,0.00005814657,0.9088399,0.0053392,0.004476223,0.00005692597,0.0008782389,0.04134869],"genre_scores_gemma":[0.03341967,0.00869463,0.0007055525,0.3303992,0.02945355,0.00087811,0.001243906,0.0003733129,0.5948321],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5784408,"threshold_uncertainty_score":0.9998809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04155180887012339,"score_gpt":0.2816255852733718,"score_spread":0.2400737764032484,"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."}}