{"id":"W2915002574","doi":"10.1016/j.jogc.2018.03.129","title":"Abnormal Endocervical Glandular Hyperplasia in Early Pregnancy","year":2019,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Urinary and Genital Oncology Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Gynecology; Pregnancy; Obstetrics; Hyperplasia; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001097421,0.0001029462,0.000439666,0.0001866796,0.00003595709,0.000004983788,0.00007242796,0.000114737,0.0001546573],"category_scores_gemma":[0.000615014,0.00008047555,0.00004807177,0.0002265402,0.00004478809,0.00007472804,0.00004373308,0.0004111227,0.000002569978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003414504,"about_ca_system_score_gemma":0.0007978228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003331702,"about_ca_topic_score_gemma":0.01120748,"domain_scores_codex":[0.999062,0.00003801244,0.000369036,0.0001092071,0.0001875029,0.0002342201],"domain_scores_gemma":[0.9986431,0.0008514213,0.0001529071,0.00007973891,0.000130935,0.0001418836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002271902,0.00009376095,0.9801126,0.00003857077,0.00007659979,0.009203241,0.00009298462,0.000005384509,0.00001049605,0.0000689169,0.0001469473,0.01012777],"study_design_scores_gemma":[0.003692771,0.001855954,0.9860641,0.00001539897,0.00006009941,0.0006834494,0.0001710627,0.00001276211,0.0000208478,0.00005282422,0.007295847,0.00007487839],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809844,0.01085806,6.982845e-7,0.0005337912,0.003946183,0.0001236307,0.000003477178,0.000001845065,0.003547921],"genre_scores_gemma":[0.9988631,0.0002236457,0.0001247408,0.0003302144,0.00002243181,0.000001472205,9.129855e-7,0.000006365256,0.000427087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01787874,"threshold_uncertainty_score":0.6254039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009097062177651763,"score_gpt":0.2241086003714154,"score_spread":0.2150115381937637,"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."}}