{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004327703,0.00008897644,0.0003397758,0.0002934737,0.00007525141,0.00001202996,0.0000232156,0.00009478832,0.00002061595],"category_scores_gemma":[0.0004370677,0.00009094828,0.00003250866,0.0002205824,0.0000303135,0.0001465086,0.000007968366,0.0001007216,2.945552e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004845286,"about_ca_system_score_gemma":0.00003320052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001871463,"about_ca_topic_score_gemma":0.0001409951,"domain_scores_codex":[0.9989246,0.00004732112,0.000482714,0.0002840776,0.0001405246,0.0001208338],"domain_scores_gemma":[0.9992211,0.00006346116,0.0002668681,0.0002495333,0.0001496375,0.00004933619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001838859,0.0004037661,0.7753779,0.0001455423,0.0000308816,2.075844e-7,0.00113685,0.00116755,0.2158876,0.000656037,0.000009143606,0.003345727],"study_design_scores_gemma":[0.009638959,0.0006147054,0.9630906,0.0000397621,0.0000494021,0.000002400614,0.0009373961,0.01948256,0.005625861,0.0004312841,0.00001252691,0.00007455617],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983838,0.00002441713,0.0001793647,0.00006641671,0.0003308464,0.0008075796,0.000001293095,0.0001179707,0.00008833585],"genre_scores_gemma":[0.9985684,0.000001796415,0.001038555,0.000003165078,0.000195758,0.00003372314,0.00006764109,0.00001436931,0.00007659573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2102617,"threshold_uncertainty_score":0.3708763,"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."}}