{"id":"W4403439247","doi":"10.1503/cmaj.231489","title":"Diagnosis and management of early pregnancy loss","year":2024,"lang":"en","type":"review","venue":"Canadian Medical Association Journal","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"North York General Hospital; University of Toronto","funders":"","keywords":"Pregnancy; Computer science; Data science; Medicine; Obstetrics; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0005922563,0.0002013166,0.0008817281,0.0002797137,0.00006561475,0.00005837854,0.0001467262,0.0006097009,0.0004162652],"category_scores_gemma":[0.0007395296,0.0001518205,0.0002827632,0.0002895525,0.00004306194,0.0000384959,0.00004670728,0.001176125,0.000111994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006039907,"about_ca_system_score_gemma":0.001798258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007484105,"about_ca_topic_score_gemma":0.0007856214,"domain_scores_codex":[0.9977258,0.00009225853,0.0006286504,0.0001891786,0.001022932,0.0003411474],"domain_scores_gemma":[0.9976273,0.0002470797,0.0002878289,0.0001175414,0.0001290516,0.001591169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[9.486e-7,0.00001624323,0.001871681,0.009781438,0.0007564334,0.004119184,0.00002718639,8.82534e-9,2.571687e-10,0.0002630797,0.02869704,0.9544668],"study_design_scores_gemma":[0.0002432263,0.00006479241,0.000927265,0.125008,0.00231191,0.0007029151,0.00001236513,0.000001256554,2.706294e-8,0.00004802617,0.8705646,0.000115596],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003925084,0.9953023,0.000005518186,0.001479095,0.0005160753,0.0002905298,0.000112565,0.00001402026,0.002240632],"genre_scores_gemma":[0.00008686604,0.9981039,0.00012243,0.0002325392,0.0005491044,0.00003648063,0.00002787038,0.00003031427,0.0008105448],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9543512,"threshold_uncertainty_score":0.6191059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02728839639920236,"score_gpt":0.3129679236331283,"score_spread":0.285679527233926,"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."}}