{"id":"W2133689253","doi":"10.1093/humrep/deq320","title":"Comparison of automated and manual follicle monitoring in an unrestricted population of 100 women undergoing controlled ovarian stimulation for IVF","year":2010,"lang":"en","type":"article","venue":"Human Reproduction","topic":"Ovarian function and disorders","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"McGill University","keywords":"Follicle; Reproducibility; Ovarian follicle; Medicine; Gynecology; Follicular phase; Population; Stimulation; Ovary; Ultrasound; Andrology; Mathematics; Endocrinology; Radiology; Statistics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001660502,0.0002641028,0.0003693306,0.0008221584,0.000232919,0.0004144257,0.0003261623,0.0003658229,0.0007014203],"category_scores_gemma":[0.008695316,0.0002831498,0.0001922633,0.0004446011,0.0004826066,0.0002682313,0.000447457,0.0001672174,0.0001872548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002684626,"about_ca_system_score_gemma":0.0001844214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001451237,"about_ca_topic_score_gemma":0.001026944,"domain_scores_codex":[0.9984848,0.0005359889,0.0001400156,0.0003245352,0.0004432202,0.00007146595],"domain_scores_gemma":[0.9968375,0.001684343,0.000651693,0.0002580908,0.0004378833,0.0001305237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008413923,0.0001542083,0.9863515,0.00003903654,0.00006036953,0.0001268473,0.0005510621,0.000158862,0.001953192,0.00002261682,0.00009205896,0.0096488],"study_design_scores_gemma":[0.00007532309,0.001431502,0.9958545,0.000006540561,0.00004306893,0.0005720661,0.0002902791,0.000857638,0.0005391763,0.00001983558,0.0002997084,0.00001036917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994094,0.0000892035,0.0002073318,0.000005603876,0.000002442346,0.00003774226,0.00007143321,0.000004960897,0.0001719092],"genre_scores_gemma":[0.9993273,0.00003603903,0.0003202889,0.000008853145,0.000005610956,0.00004845204,0.000172159,0.000002844416,0.00007856041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001660502,"threshold_uncertainty_score":0.008781672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04364574841102065,"score_gpt":0.379043618655201,"score_spread":0.3353978702441804,"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."}}