{"id":"W4387396618","doi":"10.1016/j.fertnstert.2023.08.233","title":"HIGHER METAPHASE II (MII) OOCYTE QUALITY IDENTIFIED BY AN ARTIFICIAL INTELLIGENCE (AI) OOCYTE IMAGE ANALYSIS TOOL IN GnRH ANTAGONIST VERSUS GnRH AGONIST CONTROLLED OVARIAN STIMULATION (COS) PROTOCOLS","year":2023,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"CReATe Fertility Centre","funders":"","keywords":"Oocyte; Blastocyst; Andrology; Agonist; Medicine; Gynecology; Biology; Internal medicine; Embryo; Embryogenesis; Receptor","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007849072,0.0001276136,0.0002164821,0.0005051456,0.0001662206,0.0005148054,0.0002121593,0.0002088871,0.003047399],"category_scores_gemma":[0.001880297,0.00007479899,0.0001706925,0.0003076149,0.0002674525,0.0002372814,0.0002372902,0.0002887851,0.0002397317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002807977,"about_ca_system_score_gemma":0.0002888977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008473833,"about_ca_topic_score_gemma":0.001065847,"domain_scores_codex":[0.9997081,0.00007071873,0.00002995199,0.00005441126,0.0001108052,0.0000259244],"domain_scores_gemma":[0.9994072,0.0002455285,0.0001524699,0.00002859512,0.0000989654,0.00006723985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.04737908,0.001219054,0.2036465,0.0007483575,0.0005041516,0.0006681742,0.0008404338,0.003365341,0.4363664,0.002179362,0.002191419,0.3008917],"study_design_scores_gemma":[0.0008977241,0.02149883,0.649747,0.0001604644,0.0008566747,0.00200738,0.001614786,0.01308529,0.2956283,0.002174409,0.01225009,0.00007903103],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905829,0.0013139,0.003203074,0.0001716374,0.00004307919,0.0001368787,0.0002011266,0.00003516504,0.00431213],"genre_scores_gemma":[0.9959167,0.0002599048,0.002045834,0.00008722582,0.00001425795,0.0001000843,0.0001170997,0.00001650513,0.001442437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003047399,"threshold_uncertainty_score":0.0101946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0910762221018124,"score_gpt":0.4050465827340153,"score_spread":0.3139703606322028,"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."}}