{"id":"W4414473756","doi":"10.47363/jgrrr/2025(7)221","title":"Folliculogenesis and Abnormalities","year":2025,"lang":"en","type":"article","venue":"Journal of Gynecology Research Reviews & Reports","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Folliculogenesis; Paracrine signalling; Follicular phase; Oocyte; Theca; Ovarian follicle; Autocrine signalling; Oogenesis","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0009989042,0.0006617473,0.0009503424,0.00247384,0.001143023,0.001779731,0.001064857,0.001371312,0.01823476],"category_scores_gemma":[0.003703481,0.0003185479,0.0008203674,0.002147655,0.001820335,0.0009688765,0.001403255,0.00135699,0.003262037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001507913,"about_ca_system_score_gemma":0.001518152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002589863,"about_ca_topic_score_gemma":0.0015358,"domain_scores_codex":[0.9986332,0.0001870358,0.0001206353,0.0003542777,0.0004763802,0.00022848],"domain_scores_gemma":[0.9988176,0.0002845909,0.0003136997,0.000170055,0.0002630946,0.0001507834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001025737,0.0002137888,0.04854626,0.00276575,0.0003772274,0.03441815,0.001238778,0.001200404,0.02552343,0.06243152,0.08083123,0.7414277],"study_design_scores_gemma":[0.0001787327,0.0002791309,0.06444006,0.001994812,0.0002196237,0.2156937,0.0007748528,0.000794059,0.009789464,0.02932718,0.676393,0.0001154504],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2285108,0.350689,0.03705438,0.02536422,0.005442749,0.001320935,0.009768534,0.003515541,0.3383338],"genre_scores_gemma":[0.8230377,0.08160723,0.01107534,0.01035522,0.001481312,0.0005340804,0.003907149,0.0008294361,0.06717262],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01823476,"threshold_uncertainty_score":0.06100136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08650846729607516,"score_gpt":0.439380350238552,"score_spread":0.3528718829424769,"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."}}