{"id":"W4306756077","doi":"10.3389/fendo.2022.893889","title":"Adaptive, reversible, hypothalamic reproductive suppression: More than functional hypothalamic amenorrhea","year":2022,"lang":"en","type":"article","venue":"Frontiers in Endocrinology","topic":"Ovarian function and disorders","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Women's Health Research Institute","funders":"","keywords":"Amenorrhea; Reproduction; Hypothalamus; Front (military); Endocrinology; Medicine; Internal medicine; Biology; Gynecology; Pregnancy; Genetics; Physics","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001616104,0.0002711369,0.0005094648,0.0007579,0.0002796589,0.000007982434,0.0001965127,0.0000954209,0.002077302],"category_scores_gemma":[0.0001412698,0.0002877536,0.0001590506,0.0006993556,0.0002919225,0.0001292141,0.0002553536,0.0008974195,0.00004772061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004896187,"about_ca_system_score_gemma":0.0002349627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009044738,"about_ca_topic_score_gemma":0.000006644218,"domain_scores_codex":[0.9974172,0.0002391491,0.0003799411,0.0009048259,0.000396895,0.0006620392],"domain_scores_gemma":[0.9989714,0.00005440855,0.0001360917,0.000651729,0.00007149758,0.0001148601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.005554676,0.001099376,0.4688405,0.00005024583,0.0003979571,0.001009479,0.0009672219,0.002179511,0.00148829,0.003096721,0.5065652,0.008750818],"study_design_scores_gemma":[0.01733287,0.002152335,0.6389638,0.00005136583,0.0002956609,0.004217215,0.03570109,0.002542707,0.001741191,0.009566824,0.2864045,0.001030506],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8860306,0.005184999,0.009594969,0.01971878,0.02040809,0.002039984,0.0001331214,0.0005541235,0.0563353],"genre_scores_gemma":[0.9734557,0.0001512666,0.004763746,0.001730904,0.0002904371,0.0002682426,0.000180467,0.00005638585,0.01910284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2201607,"threshold_uncertainty_score":0.9999574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02023995780974169,"score_gpt":0.2385885100093071,"score_spread":0.2183485521995654,"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."}}