{"id":"W4303415497","doi":"10.3389/fendo.2022.1030353","title":"Editorial: Polycystic ovary syndrome (PCOS): Mechanism and management","year":2022,"lang":"en","type":"editorial","venue":"Frontiers in Endocrinology","topic":"Ovarian function and disorders","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Children's Hospital","funders":"National Natural Science Foundation of China; National Key Research and Development Program of China; Shanghai Municipal Health Commission","keywords":"Polycystic ovary; Mechanism (biology); Medicine; Ovary; Gynecology; Biology; Bioinformatics; Endocrinology; Insulin resistance; Insulin; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002078264,0.0004507686,0.0009954608,0.001160425,0.00012383,0.00002428356,0.0002589383,0.0006951827,0.0005447771],"category_scores_gemma":[0.0002520873,0.0004943472,0.0001355099,0.0003291828,0.0001592625,0.00006032659,0.0004184921,0.001725158,0.00003314212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004448337,"about_ca_system_score_gemma":0.0002368009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001104809,"about_ca_topic_score_gemma":0.000008092095,"domain_scores_codex":[0.9968717,0.0001605197,0.0005126109,0.0009179515,0.0007722658,0.0007649518],"domain_scores_gemma":[0.9988842,0.0001369364,0.000167599,0.000585179,0.00005260759,0.0001734862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001033915,0.0001619833,0.0002023766,0.0003479517,0.000430285,0.002008016,0.0000457409,0.000001770073,0.000001327953,0.001365095,0.9930999,0.001301687],"study_design_scores_gemma":[0.005149188,0.0006488241,0.0002349755,0.00006555748,0.0003955332,0.000221679,0.0005469398,0.00001617617,8.462048e-7,0.005191925,0.9871539,0.0003744257],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00004565582,0.002404337,0.001099639,0.0004572647,0.9888424,0.000833967,0.00007721741,0.0001759292,0.00606359],"genre_scores_gemma":[0.0002254032,0.006461965,0.002690183,0.0003323031,0.9792361,0.000413841,0.0007445528,0.0001244944,0.009771152],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.009606294,"threshold_uncertainty_score":0.9997508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006228889772575113,"score_gpt":0.2359543133878266,"score_spread":0.2297254236152515,"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."}}